AI correctly predicted the Atlético Goianiense win.
The match finished 3–1, validating the model's directional assessment.
Thị trường được theo dõi so với kết quả toàn thời gian
Cấp dự đoán
A
Mỗi hàng so sánh mô hình trước trận đấu với kết quả toàn thời gian.
- Chợ Dự đoán Kết quả kết quả
- Tài / Xỉu 2.5 Tài 2.5 Tài 2.5 (4 mục tiêu) ✔ Chính xác
- Cả Hai Đội Đều Ghi Bàn BTTS Có Có ✔ Chính xác
- 1X2 Atlético Goianiense Atlético Goianiense ✔ Chính xác
- Thông tin tỷ số chính xác 2-1, 2-0, 1-1, 1-0, 3-1 3-1 ✔ Chính xác
Mô hình so với thị trường đóng cửa
| kết quả | Người mẫu | Thị trường đóng cửa | Sự khác biệt | Tín hiệu |
|---|---|---|---|---|
| Atlético Goianiense | 65.4% | 43.9% | +21.5 pp | Model Edge |
| Draw | 20.6% | 30.6% | -10.0 pp | Market Higher |
| Operário-PR | 14.0% | 25.5% | -11.5 pp | Market Higher |
The statistical model estimates Atlético Goianiense's win probability at 65.4%, compared with the closing market's implied probability of 43.9%, a difference of 21.5 percentage points. This highlights a substantial disagreement between the model's assessment and the market consensus, rather than indicating which view is ultimately correct.
Model probabilities are generated from the statistical xG model using a Poisson distribution. Closing market probabilities are derived from consensus closing 1X2 odds after margin removal. Values represent implied probabilities rather than betting recommendations. Closing snapshot: PRE1.
Sau toàn thời gian, độ nghiêng định hướng của mô hình khớp với kết quả (Atlético Goianiense win 3–1).
Post Match Insights
What worked
- Expected goals projected a high-scoring match (ΣxG 3.32) — 4 goals materialised
- Atlético Goianiense attacking xG significantly stronger (2.31 vs 1.01)
- Both Teams To Score (Yes) matched the full-time result
Market lesson
Large model–market gaps do not automatically mean the market is right. Here the closing market priced Atlético Goianiense more conservatively (43.9% vs model 65.4%, 21.5 pp), but the model's lean was validated (Atlético Goianiense win 3–1).
Nhà cái cao cấp stake: người mới có thể dùng mã khuyến mãi FHn2uDc1. Đăng ký ngay
Dòng thời gian dự đoán
Dự đoán này chuyển từ dự báo sang đánh giá toàn thời gian như thế nào.
-
Jul 27, 2026 · 22:29 UTC Forecast generated
- Model 1X2 · Atlético Goianiense 65.4% · Draw 20.7% · Operário-PR 14.0%
- xG · Atlético Goianiense 2.31 — Operário-PR 1.01
-
Jul 27, 2026 · 21:59 UTC Opening odds snapshot PRE30
- 1X2 odds · Atlético Goianiense 2.14 · Draw 3.18 · Operário-PR 3.87
- Implied 1X2 · Atlético Goianiense 44.9% · Draw 30.2% · Operário-PR 24.8%
- Bookmaker · Pinnacle
-
Jul 27, 2026 · 22:29 UTC Closing snapshot recorded PRE1
- 1X2 odds · Atlético Goianiense 2.19 · Draw 3.14 · Operário-PR 3.77
- Implied 1X2 · Atlético Goianiense 43.9% · Draw 30.6% · Operário-PR 25.5%
- Bookmaker · Pinnacle
-
Jul 27, 2026 · 22:30 UTC Kickoff
-
FT Full-time result Atlético Goianiense win · 3–1
-
FT Prediction validated Directional lean matched full-time result
-
Archived Prediction review
Ảnh chụp lịch sử
Bị treo khi bắt đầu — kết quả đầu ra của mô hình như trước khi trận đấu bắt đầu.
Phán quyết lịch sử:
Cautious / Wait
Nhãn lịch sử: Originally displayed as "Wait for validation".
Quyết định lịch sử
Wait
kết quả
Validated
Số liệu trước trận đấu (bối cảnh lịch sử)
Độ tin cậy dự đoán
46/100
· Moderate
- Validation: Warning
- Large market gap (21 pp)
- High xG deviation from league baseline (71%+)
Chứng cớ
★★★★★
- Strong model lean
- Pricing remains divergent
- Validation warning
Pricing proximity (inverse gap)
0/100
Betting Confidence
29/100
Validation Report
Immutable Snapshot
Closing Odds
2.19
AI Fair Odds
—
CLV
Pending
Final Result
Atlético Goianiense win · Atlético Goianiense 3–1 Operário-PR
Prediction
✔ Correct
Decision Grade
A
Model Performance
This prediction contributes to:
- Primary Bets ROI (180d): -100.0%
Xem lại câu hỏi thường gặp
- Dự đoán đó chính xác đến mức nào?
- Trang này xếp loại các thị trường định hướng (1X2, Trên/Dưới 2,5, BTTS) so với kết quả toàn thời gian. Mức dự đoán phản ánh có bao nhiêu thị trường được theo dõi phù hợp với thực tế.
- Độ chính xác xG đo lường điều gì?
- Độ chính xác của xG so sánh hồ sơ bàn thắng dự kiến trước trận đấu của mô hình với tỷ số thực tế — chứ không phải liệu mọi thị trường có thành công hay không. Đánh giá mang tính định hướng mạnh mẽ có thể cùng tồn tại với điểm chính xác xG vừa phải.
- Tại sao tỷ số chính xác không được dự đoán?
- Các kết quả có tỷ số chính xác là các kết quả có xác suất thấp ngay cả khi mô hình đọc tốt hồ sơ trận đấu. Chúng tôi nêu bật các thùng điểm cao nhất cho ngữ cảnh; thiếu dòng chính xác không làm mất hiệu lực của đánh giá định hướng.
- Điều này có cải thiện bản ghi AI không?
- Mỗi trận đấu kết thúc sẽ được ghi vào hệ thống xác thực của chúng tôi. Tỷ lệ trúng tổng hợp và nghiên cứu CLV được xuất bản riêng - trang này là đường dẫn kiểm tra mỗi trận đấu.
Dự đoán chỉ nhằm mục đích thông tin. Luôn đánh bạc có trách nhiệm và trong giới hạn của bạn. Hiệu suất trong quá khứ không đảm bảo kết quả trong tương lai.
Chưa có briefing AI cho trận này. Sau khi nâng cấp máy chủ, chạy lại «Tạo tỷ lệ hàng loạt» để tạo bản tóm tắt.
View technical JSON
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{
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"prob_source": "poisson",
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"edge": 43.2,
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"early_fetched_at": "2026-07-27 21:59:12",
"has_data": true,
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"largest_move_kind": "ou_o",
"max_abs_move_pp": 1.42,
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],
"market_intelligence": {
"betting_signal": {
"alert_breadth": "10/13",
"alert_breadth_note": "10/13 sportsbooks confirmed",
"alert_move": "\u2191 +22.6%",
"alert_team": "Oper\u00e1rio-PR",
"alert_title": "Sharp Money Alert",
"divergence_pp": 21.5,
"has_alert": true,
"hero_edge_pp": 21.48,
"hero_label": "Atl\u00e9tico Goianiense",
"market_prob_pct": 43.9,
"market_team": "Atl\u00e9tico Goianiense",
"model_prob_pct": 65.4,
"model_team": "Atl\u00e9tico Goianiense",
"show": true,
"status_icon": "!",
"status_key": "caution",
"status_label": "Use caution",
"status_line": "Use caution \u2014 signals are mixed",
"steam_score": 68,
"steam_subtitle": "Strong sharp signal",
"steam_tier": "A",
"title": "Betting Signal"
},
"decision_chain": {
"academy_links": [
{
"key": "market_disagree",
"read_min": 5,
"title": "When Should You Trust AI Over the Market?",
"url": "/academy/ai-betting/when-should-you-trust-ai-over-the-market/en"
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{
"key": "steam",
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"url": "/academy/betting-market/what-is-a-steam-move/en"
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{
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"title": "Why CLV Matters More Than Win Rate",
"url": "/academy/clv/why-clv-matters-more-than-win-rate/en"
}
],
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"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": true,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.5,
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},
"authority": {
"action": "wait",
"alignment": {
"direction_aligned": true,
"direction_key": "agree",
"gap_pp": 21.5,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": true,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.5,
"summary": "Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1046,
"best_outlier_ev": 0.4313,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.8,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.8,
"decision_type": "VALUE_ALERT",
"execution_confidence": 37,
"extreme_disagreement": false,
"final_verdict_audit": {
"action": "Monitor closing market and validate with CLV.",
"action_label": "Action",
"decision": "Wait - No Primary Bet",
"is_primary": false,
"snapshot": "The AI model sees Atl\u00e9tico Goianiense at 65.4% vs market 43.9%.",
"why": [
{
"text": "AI identifies Atl\u00e9tico Goianiense as the stronger side (65.4%)",
"tone": "ok"
},
{
"text": "Market broadly agrees with the direction",
"tone": "ok"
},
{
"text": "Model confidence reduced by xG uncertainty",
"tone": "bad"
},
{
"text": "Market quality / price reliability is insufficient for Primary",
"tone": "bad"
}
],
"why_label": "Decision Summary"
},
"gap_pp": 21.5,
"gates_failed": [
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary"
],
"has_top_pick": true,
"headline": "Wait - No Primary Bet",
"hero_mode": "default",
"icon": "\u23f8",
"label": "Wait for validation",
"market_signal": "Direction aligns with model lean; pricing still diverges",
"model_conflict_detail": null,
"model_lean": "Atl\u00e9tico Goianiense",
"no_primary_reasons": {
"all_triggered": [
"calibration_risk",
"market_quality"
],
"calibration_mode": "hard",
"codes": [
"calibration_risk",
"market_quality"
],
"label": "Reason",
"other_factors": [
{
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
}
],
"other_label": "Other factors",
"primary": {
"code": "calibration_risk",
"detail": "Confidence reduced because model assumptions exceed the normal range.",
"name": "Calibration Risk",
"short": "Calibration Risk",
"tone": "danger"
},
"secondary": {
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
},
"version": "v1"
},
"outlier_detected": true,
"outlier_excluded_panel": "Excluded top quotes (audit row \u2014 never Primary): #1 \u00b7 market 1X2 \u00b7 side Atl\u00e9tico Goianiense \u00b7 decimal odds ~2.19 (derived from model% \u00d7 (1+EV)) \u00b7 EV +43% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1520791 \u00b7 snapshot=live-render \u00b7 odds\u22482.19 \u00b7 reason=thin|single-book|\u0394EV\u22653.0%EV \u00b7 book=admin-only \u00b7 trigger: outlier EV \u2212 consensus EV \u2265 +3.0% EV (not probability pp) AND thin/single-book style \u00b7 consensus used +10.5% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.5% meets Primary gate (\u2265+5.0%)",
"ok": true
},
{
"key": "gate",
"label": "Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"ok": false
},
{
"key": "xg_strength",
"label": "Extreme xG reduced Decision Strength (-2.0)",
"ok": false
}
],
"lean_ev_threshold_pct": 2.0,
"primary_ev_threshold_pct": 5.0,
"subtitle": "Primary needs consensus EV \u2265 +5.0% plus reliability/execution/calibration gates (Decision Strength is explain-only). Lean/tracked gate is +2.0% (selective only \u2014 not default Primary sizing).",
"title": "Why not Primary?"
},
"primary_gate_checklist": "Gate checklist: Consensus EV +10.5% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.8/10 (explain only, not a Primary gate). If you still act under hard block: example stake 0.10\u20130.20% bankroll (never Primary).",
"primary_gate_snapshot": "Primary Gate Snapshot: Consensus EV +10.5% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.8/10 (display only)",
"primary_gates": {
"items": [
{
"key": "extreme_gap",
"label": "Extreme gap",
"ok": true,
"value": "no"
},
{
"key": "xg_calibration",
"label": "xG calibration",
"ok": false,
"value": "failed"
},
{
"key": "reliability",
"label": "Rel",
"ok": false,
"value": "57 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "37 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.5% (\u2265+5.0%)"
},
{
"key": "top_pick",
"label": "Pick",
"ok": true,
"value": "true"
},
{
"key": "validation",
"label": "Validation",
"ok": false,
"value": "false"
}
],
"passed": 4,
"total": 8
},
"primary_type": null,
"reasons": [
"Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp.",
"Decision strength: 4.8/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +43% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 57,
"speed_read": "Speed read: Model Signal can look moderate/strong while Decision Strength stays low after calibration \u2014 Strength alone does not block Primary (v2.5+); still check reliability/execution/EV hard gates.",
"strength_v2_breakdown": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"subline": "Model validation or guard rules block actionable value signals.",
"thresholds": {
"extreme_gap_pp": 30.0,
"lean_min_consensus_ev": 0.02,
"lean_min_strength": 5.0,
"min_consensus_ev": 0.05,
"min_execution": 65,
"min_reliability": 65,
"min_strength": 7.0,
"source": "db",
"user_id": 2
},
"thresholds_source": "db",
"thresholds_user_id": 2,
"tier": "wait",
"validation_ok": false,
"value_context": {
"consensus_ev": 0.1046,
"consensus_ev_display": "+10.5%",
"consensus_odds": 2.19,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.4389,
"is_extreme_disagreement": false,
"model_prob": 0.6536,
"raw_edge_display": "+21.5 percentage points",
"raw_edge_pp": 21.5,
"raw_implied_prob": 0.4566210045662101,
"raw_signal_ev": 0.4314,
"raw_signal_ev_display": "+43.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 71.1,
"reasons": [
"Extreme xG deviation 71% vs league baseline"
],
"recommended_action": "apply stronger regression",
"strength_delta": -2.0,
"uplift_away": null,
"uplift_home": null
}
},
"bet_status": "wait",
"books_breadth_display": "10/13",
"breadth_ratio": 0.7692307692307693,
"evidence": {
"score": 92,
"signals": [
{
"icon": "\u2713",
"key": "statistical_edge",
"label": "Strong model lean",
"status": "pass"
},
{
"icon": "!",
"key": "market_agreement",
"label": "Direction agrees; pricing still diverges",
"status": "caution"
},
{
"icon": "\u2713",
"key": "steam",
"label": "Market drift supports model side (direction only \u2014 not pricing convergence)",
"status": "pass"
},
{
"icon": "!",
"key": "validation",
"label": "Validation warning",
"status": "caution"
}
],
"stars": 5,
"tier": "high",
"tier_label": "High"
},
"forecast_reliability": {
"breakdown": [
{
"key": "validation",
"label": "Validation: Warning",
"tone": "caution"
},
{
"key": "gap",
"label": "Large market gap (21 pp)",
"tone": "caution"
},
{
"key": "steam",
"label": "Market drift aligns with model",
"tone": "ok"
},
{
"key": "xg_calibration",
"label": "High xG deviation from league baseline (71%+)",
"tone": "caution"
}
],
"parts": {
"alignment": 14.3,
"data_quality": 12.0,
"market_coverage": 7.7,
"steam_coherence": 10.0,
"validation": 14.0
},
"score": 57,
"stars": 2,
"tier": "moderate",
"tier_label": "Moderate"
},
"lean_gap_pp": 21.48,
"market_agreement": "weak",
"max_gap_pp": 21.48,
"model_calibration": {
"away_xg": 1.01,
"calibration_status": "failed",
"deviation_pct": 71.0,
"elevated": true,
"home_xg": 2.31,
"impact_note": "Extreme xG mainly inflates totals (O/U / BTTS) and can overstate 1X2 favourite edges. Primary is blocked on all markets; 1X2 Best +EV lean is still discretionary only \u2014 treat that EV as possibly inflated and size down sharply (e.g. \u226425\u201350% of a normal selective stake) or skip.",
"league_avg_xg": 1.35,
"peak_xg": 2.31,
"status_label": "High deviation from league baseline",
"summary": "Home xG 2.31 \u00b7 Away xG 1.01 \u00b7 League avg 1.35 \u00b7 Peak deviation +71%",
"title": "Model Calibration Check"
},
"move_is_drift": true,
"mv_status": "warning",
"odds_delta_pct": 22.6,
"steam_conflicts": false,
"steam_move_display": "\u2191 +22.6%",
"steam_team": "Oper\u00e1rio-PR",
"suppress_execution": true,
"value_split": {
"execution_confidence": {
"label": "Betting Confidence",
"score": 37,
"tier": "low",
"tier_label": "Low"
},
"market_compatibility": {
"label": "Pricing proximity (inverse gap)",
"note": "This score falls as the probability gap (pp) rises \u2014 it is NOT a bet green light. Direction may still agree (see Alignment above). Formula: proximity = max(0, 100 \u2212 5\u00d7pp). Example: 16 pp \u2192 20/100 (diverged).",
"score": 0,
"tier": "not_reliable",
"tier_label": "Not reliable"
},
"model_edge_strength": {
"label": "Model Signal Strength",
"score": 65,
"tier": "moderate",
"tier_label": "Moderate"
},
"model_value": {
"label": "Pricing proximity (inverse gap)",
"note": "This score falls as the probability gap (pp) rises \u2014 it is NOT a bet green light. Direction may still agree (see Alignment above). Formula: proximity = max(0, 100 \u2212 5\u00d7pp). Example: 16 pp \u2192 20/100 (diverged).",
"score": 0,
"tier": "not_reliable",
"tier_label": "Not reliable"
},
"recommendation": {
"action": "wait",
"label": "Wait - No Primary Bet"
}
},
"verdict": {
"agree_note": "Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp.",
"alignment": {
"direction_aligned": true,
"direction_key": "agree",
"gap_pp": 21.5,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": true,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.5,
"summary": "Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp."
},
"authority": {
"action": "wait",
"alignment": {
"direction_aligned": true,
"direction_key": "agree",
"gap_pp": 21.5,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": true,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.5,
"summary": "Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1046,
"best_outlier_ev": 0.4313,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.8,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.8,
"decision_type": "VALUE_ALERT",
"execution_confidence": 37,
"extreme_disagreement": false,
"final_verdict_audit": {
"action": "Monitor closing market and validate with CLV.",
"action_label": "Action",
"decision": "Wait - No Primary Bet",
"is_primary": false,
"snapshot": "The AI model sees Atl\u00e9tico Goianiense at 65.4% vs market 43.9%.",
"why": [
{
"text": "AI identifies Atl\u00e9tico Goianiense as the stronger side (65.4%)",
"tone": "ok"
},
{
"text": "Market broadly agrees with the direction",
"tone": "ok"
},
{
"text": "Model confidence reduced by xG uncertainty",
"tone": "bad"
},
{
"text": "Market quality / price reliability is insufficient for Primary",
"tone": "bad"
}
],
"why_label": "Decision Summary"
},
"gap_pp": 21.5,
"gates_failed": [
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary"
],
"has_top_pick": true,
"headline": "Wait - No Primary Bet",
"hero_mode": "default",
"icon": "\u23f8",
"label": "Wait for validation",
"market_signal": "Direction aligns with model lean; pricing still diverges",
"model_conflict_detail": null,
"model_lean": "Atl\u00e9tico Goianiense",
"no_primary_reasons": {
"all_triggered": [
"calibration_risk",
"market_quality"
],
"calibration_mode": "hard",
"codes": [
"calibration_risk",
"market_quality"
],
"label": "Reason",
"other_factors": [
{
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
}
],
"other_label": "Other factors",
"primary": {
"code": "calibration_risk",
"detail": "Confidence reduced because model assumptions exceed the normal range.",
"name": "Calibration Risk",
"short": "Calibration Risk",
"tone": "danger"
},
"secondary": {
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
},
"version": "v1"
},
"outlier_detected": true,
"outlier_excluded_panel": "Excluded top quotes (audit row \u2014 never Primary): #1 \u00b7 market 1X2 \u00b7 side Atl\u00e9tico Goianiense \u00b7 decimal odds ~2.19 (derived from model% \u00d7 (1+EV)) \u00b7 EV +43% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1520791 \u00b7 snapshot=live-render \u00b7 odds\u22482.19 \u00b7 reason=thin|single-book|\u0394EV\u22653.0%EV \u00b7 book=admin-only \u00b7 trigger: outlier EV \u2212 consensus EV \u2265 +3.0% EV (not probability pp) AND thin/single-book style \u00b7 consensus used +10.5% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.5% meets Primary gate (\u2265+5.0%)",
"ok": true
},
{
"key": "gate",
"label": "Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"ok": false
},
{
"key": "xg_strength",
"label": "Extreme xG reduced Decision Strength (-2.0)",
"ok": false
}
],
"lean_ev_threshold_pct": 2.0,
"primary_ev_threshold_pct": 5.0,
"subtitle": "Primary needs consensus EV \u2265 +5.0% plus reliability/execution/calibration gates (Decision Strength is explain-only). Lean/tracked gate is +2.0% (selective only \u2014 not default Primary sizing).",
"title": "Why not Primary?"
},
"primary_gate_checklist": "Gate checklist: Consensus EV +10.5% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.8/10 (explain only, not a Primary gate). If you still act under hard block: example stake 0.10\u20130.20% bankroll (never Primary).",
"primary_gate_snapshot": "Primary Gate Snapshot: Consensus EV +10.5% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.8/10 (display only)",
"primary_gates": {
"items": [
{
"key": "extreme_gap",
"label": "Extreme gap",
"ok": true,
"value": "no"
},
{
"key": "xg_calibration",
"label": "xG calibration",
"ok": false,
"value": "failed"
},
{
"key": "reliability",
"label": "Rel",
"ok": false,
"value": "57 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "37 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.5% (\u2265+5.0%)"
},
{
"key": "top_pick",
"label": "Pick",
"ok": true,
"value": "true"
},
{
"key": "validation",
"label": "Validation",
"ok": false,
"value": "false"
}
],
"passed": 4,
"total": 8
},
"primary_type": null,
"reasons": [
"Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp.",
"Decision strength: 4.8/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +43% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 57,
"speed_read": "Speed read: Model Signal can look moderate/strong while Decision Strength stays low after calibration \u2014 Strength alone does not block Primary (v2.5+); still check reliability/execution/EV hard gates.",
"strength_v2_breakdown": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"subline": "Model validation or guard rules block actionable value signals.",
"thresholds": {
"extreme_gap_pp": 30.0,
"lean_min_consensus_ev": 0.02,
"lean_min_strength": 5.0,
"min_consensus_ev": 0.05,
"min_execution": 65,
"min_reliability": 65,
"min_strength": 7.0,
"source": "db",
"user_id": 2
},
"thresholds_source": "db",
"thresholds_user_id": 2,
"tier": "wait",
"validation_ok": false,
"value_context": {
"consensus_ev": 0.1046,
"consensus_ev_display": "+10.5%",
"consensus_odds": 2.19,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.4389,
"is_extreme_disagreement": false,
"model_prob": 0.6536,
"raw_edge_display": "+21.5 percentage points",
"raw_edge_pp": 21.5,
"raw_implied_prob": 0.4566210045662101,
"raw_signal_ev": 0.4314,
"raw_signal_ev_display": "+43.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 71.1,
"reasons": [
"Extreme xG deviation 71% vs league baseline"
],
"recommended_action": "apply stronger regression",
"strength_delta": -2.0,
"uplift_away": null,
"uplift_home": null
}
},
"headline": "Wait - No Primary Bet",
"icon": "\u23f8",
"label": "Wait for validation",
"subline": "Model validation or guard rules block actionable value signals.",
"tier": "wait"
},
"why": {
"action_line": "Compare model lean with current best odds before sizing any bet.",
"bullets": [
"Model: Atl\u00e9tico Goianiense 2.31 xG vs Oper\u00e1rio-PR 1.01 \u2192 Atl\u00e9tico Goianiense 65.4%",
"Market: Atl\u00e9tico Goianiense ~43.9% implied",
"Market Drift: Oper\u00e1rio-PR odds \u2191 +22.6%"
],
"one_liner": "Model leans Atl\u00e9tico Goianiense, but market pricing diverges by 21 pp.",
"title": "Why?"
}
},
"edge_rows": [
{
"edge_pp": 21.48,
"fair_prob": 65.37,
"label": "Atl\u00e9tico Goianiense",
"market_prob": 43.89,
"market_type": "1x2",
"outcome": "home"
},
{
"edge_pp": -9.97,
"fair_prob": 20.64,
"label": "Draw",
"market_prob": 30.61,
"market_type": "1x2",
"outcome": "draw"
},
{
"edge_pp": -11.52,
"fair_prob": 13.98,
"label": "Oper\u00e1rio-PR",
"market_prob": 25.5,
"market_type": "1x2",
"outcome": "away"
},
{
"edge_pp": null,
"fair_prob": 64.5,
"label": "Over 2.5",
"market_prob": null,
"market_type": "ou25",
"outcome": "over"
},
{
"edge_pp": null,
"fair_prob": 35.5,
"label": "Under 2.5",
"market_prob": null,
"market_type": "ou25",
"outcome": "under"
},
{
"edge_pp": null,
"fair_prob": 58.4,
"label": "BTTS Yes",
"market_prob": null,
"market_type": "btts",
"outcome": "yes"
},
{
"edge_pp": null,
"fair_prob": 41.6,
"label": "BTTS No",
"market_prob": null,
"market_type": "btts",
"outcome": "no"
}
],
"edge_snapshot": {
"edge_label": "extreme_disagreement",
"edge_pp": 21.48,
"fair_prob_pct": 65.37,
"hero_side": "home",
"hero_team_name": "Atl\u00e9tico Goianiense",
"market_prob_pct": 43.89,
"status": "strong_disagreement",
"steam_team_name": "Oper\u00e1rio-PR"
},
"fair_source": "poisson_pipeline",
"fair_vs_market": {
"closing_capture": "PRE1",
"closing_footnote": "Model probabilities are generated from the statistical xG model using a Poisson distribution. Closing market probabilities are derived from consensus closing 1X2 odds after margin removal. Values represent implied probabilities rather than betting recommendations. Closing snapshot: PRE1.",
"comparison_available": true,
"comparison_disabled": false,
"comparison_summary": "The statistical model estimates Atl\u00e9tico Goianiense\u0027s win probability at 65.4%, compared with the closing market\u0027s implied probability of 43.9%, a difference of 21.5 percentage points. This highlights a substantial disagreement between the model\u0027s assessment and the market consensus, rather than indicating which view is ultimately correct.",
"degraded_note": "",
"divergence_guard": {
"divergence_level": "extreme",
"edge_status": "strong_disagreement",
"max_gap_pp": 21.48,
"suppress_hero": false,
"suppress_value_language": true
},
"divergence_label": "Extreme model-market divergence",
"divergence_level": "extreme",
"divergence_level_label": "Extreme divergence",
"divergence_note": "The fair estimate differs substantially from current market pricing. Large divergences can occur when rating inputs are incomplete, team-strength estimates are uncertain, or the market incorporates information not present in the model. Interpret with caution.",
"divergence_tier": "extreme",
"edge_label": "Extreme disagreement",
"edge_label_key": "extreme_disagreement",
"fair_confidence": "medium",
"fair_confidence_label": "Medium",
"fair_source_note": "Model probabilities are generated from the statistical xG model using a Poisson distribution. Closing market probabilities are derived from consensus closing 1X2 odds after margin removal. Values represent implied probabilities rather than betting recommendations. Closing snapshot: PRE1.",
"forecast_assessment": {
"favourite_class": "Favourite",
"favourite_label": "Atl\u00e9tico Goianiense",
"forecast_certainty_tier": "high",
"headline": "Clear favourite",
"market_agreement_label": "Weak",
"market_direction": {
"label": "Supports model direction",
"positive": true
},
"market_prob_pct": 43.9,
"model_prob_gap_display": "+21.5 percentage points",
"model_prob_gap_pp": 21.5,
"model_prob_pct": 65.4,
"outcome_separation_tier": "high",
"paragraphs": [],
"pricing_convergence": {
"gap_display": "+21.5 percentage points",
"gap_pp": 21.5,
"label": "Low convergence",
"label_key": "mi_fa_pricing_low"
},
"reliability_headline": "Limited reliability",
"reliability_icon": "!",
"reliability_score": 57,
"reliability_tier": "limited",
"summary": "Atl\u00e9tico Goianiense \u2014 market direction supports the model, but pricing still diverges (+21.5 pp).",
"tier": "favourite",
"title": "Prediction Assessment",
"validation_label": "Warning",
"value_split": {
"execution_confidence": {
"label": "Betting Confidence",
"score": 37,
"tier": "low",
"tier_label": "Low"
},
"market_compatibility": {
"label": "Pricing proximity (inverse gap)",
"note": "This score falls as the probability gap (pp) rises \u2014 it is NOT a bet green light. Direction may still agree (see Alignment above). Formula: proximity = max(0, 100 \u2212 5\u00d7pp). Example: 16 pp \u2192 20/100 (diverged).",
"score": 0,
"tier": "not_reliable",
"tier_label": "Not reliable"
},
"model_edge_strength": {
"label": "Model Signal Strength",
"score": 65,
"tier": "moderate",
"tier_label": "Moderate"
},
"model_value": {
"label": "Pricing proximity (inverse gap)",
"note": "This score falls as the probability gap (pp) rises \u2014 it is NOT a bet green light. Direction may still agree (see Alignment above). Formula: proximity = max(0, 100 \u2212 5\u00d7pp). Example: 16 pp \u2192 20/100 (diverged).",
"score": 0,
"tier": "not_reliable",
"tier_label": "Not reliable"
},
"recommendation": {
"action": "wait",
"label": "Wait - No Primary Bet"
}
},
"why": {
"action_line": "Compare model lean with current best odds before sizing any bet.",
"bullets": [
"Model: Atl\u00e9tico Goianiense 2.31 xG vs Oper\u00e1rio-PR 1.01 \u2192 Atl\u00e9tico Goianiense 65.4%",
"Market: Atl\u00e9tico Goianiense ~43.9% implied",
"Market Drift: Oper\u00e1rio-PR odds \u2191 +22.6%"
],
"one_liner": "Model leans Atl\u00e9tico Goianiense, but market pricing diverges by 21 pp.",
"title": "Why?"
}
},
"forecast_certainty": {
"note": "One outcome clearly leads the model 1X2 grid.",
"tier": "high",
"tier_label": "High"
},
"forecast_certainty_label": "High",
"has_market_probs": true,
"hero_edge_pp": 21.48,
"hero_label": "Atl\u00e9tico Goianiense",
"hero_side": "home",
"market_activity": "Oper\u00e1rio-PR odds lengthened \u2191 +22.6%.",
"market_agreement": "weak",
"market_agreement_label": "Weak",
"market_interpretation": {},
"market_narrative": {},
"market_source": "closing_1x2",
"max_gap_pp": 21.48,
"model_validation": {
"score_label_key": "mi_mv_warning",
"status": "warning"
},
"model_validation_label": "Warning",
"outcome_separation": {
"breakdown": [
"Favourite exceeds second outcome by 44.7 pp (at 65.4%)."
],
"lead_gap_pp": 44.7,
"max_prob_pct": 65.4,
"note": "How spread out the model 1X2 probabilities are \u2014 crowded splits mean no single outcome dominates. Not accuracy vs the market.",
"tier": "high",
"tier_label": "High"
},
"outcome_separation_label": "High",
"overall_assessment": {
"badge_class": "extreme",
"largest_gap_label": "Atl\u00e9tico Goianiense",
"largest_gap_pp": 21.5,
"lead": "The model rates Atl\u00e9tico Goianiense considerably stronger than the closing betting market.",
"level": "extreme",
"max_gap_pp": 21.5,
"title": "Strong Disagreement"
},
"rows": [
{
"difference_pp": 21.48,
"edge_pp": 21.48,
"fair_prob_pct": 65.37,
"is_hero": true,
"label": "Atl\u00e9tico Goianiense",
"market_prob_pct": 43.89,
"side": "home",
"signal_key": "model_edge",
"signal_label": "Model Edge"
},
{
"difference_pp": -9.97,
"edge_pp": -9.97,
"fair_prob_pct": 20.64,
"is_hero": false,
"label": "Draw",
"market_prob_pct": 30.61,
"side": "draw",
"signal_key": "market_higher",
"signal_label": "Market Higher"
},
{
"difference_pp": -11.52,
"edge_pp": -11.52,
"fair_prob_pct": 13.98,
"is_hero": false,
"label": "Oper\u00e1rio-PR",
"market_prob_pct": 25.5,
"side": "away",
"signal_key": "market_higher",
"signal_label": "Market Higher"
}
],
"status": "strong_disagreement",
"status_label": "Strong Disagreement",
"steam_note": "",
"unavailable_note": ""
},
"interpretation": {
"has_conflict": false,
"paragraphs": [
"The betting market strongly prefers Atl\u00e9tico Goianiense (43.9%).",
"However, Oper\u00e1rio-PR has seen one of the strongest multi-book drifts of the day (\u2191 +22.6%, 10/13) \u2014 odds lengthened, not shortened.",
"Atl\u00e9tico Goianiense \u2014 market direction supports the model, but pricing still diverges (+21.5 pp)."
],
"show": true,
"title": "OddsGPT Interpretation"
},
"lifecycle": {
"closing_implied_pct": 45.66,
"closing_odds": 2.19,
"closing_reason": "",
"closing_status": "recorded",
"closing_status_label": "Recorded",
"clv_pending": true,
"clv_pp": 0.0,
"clv_reason": "",
"clv_status": "pending",
"context": "match",
"current_stage": "waiting_for_kickoff",
"current_stage_detail": "",
"current_stage_label": "Waiting for kickoff",
"entry_implied_pct": 45.66,
"entry_odds": 2.19,
"match_phase": "upcoming",
"match_phase_detail": "",
"match_phase_display": "Upcoming",
"match_phase_label": "Upcoming",
"model_validation_label": "Warning",
"model_validation_status": "warning",
"stages": [
{
"detail": "",
"id": "forecast_generated",
"label": "Prediction Generated",
"status": "done"
},
{
"detail": "",
"id": "market_detected",
"label": "Market Compared",
"status": "active"
},
{
"detail": "",
"id": "model_validated",
"label": "Validation Passed",
"status": "active"
},
{
"detail": "PRE1",
"id": "closing_recorded",
"label": "Closing Recorded",
"status": "done"
},
{
"detail": "",
"id": "clv_evaluated",
"label": "CLV Evaluated",
"status": "pending"
}
]
},
"market_move_intelligence": {
"books_reacting": 10,
"books_reacting_detail": [
{
"bookmaker_id": 8,
"bookmaker_name": "Bet365",
"is_sharp": true,
"move_delta_display": "\u2191 +22.6%",
"odds_delta_pct": 22.6
},
{
"bookmaker_id": 9,
"bookmaker_name": "Dafabet",
"is_sharp": false,
"move_delta_display": "\u2191 +16.9%",
"odds_delta_pct": 16.9
},
{
"bookmaker_id": 36,
"bookmaker_name": "BetVictor",
"is_sharp": false,
"move_delta_display": "\u2191 +16.7%",
"odds_delta_pct": 16.7
},
{
"bookmaker_id": 7,
"bookmaker_name": "William Hill",
"is_sharp": false,
"move_delta_display": "\u2191 +16.1%",
"odds_delta_pct": 16.1
},
{
"bookmaker_id": 2,
"bookmaker_name": "Marathonbet",
"is_sharp": false,
"move_delta_display": "\u2191 +15.7%",
"odds_delta_pct": 15.7
},
{
"bookmaker_id": 11,
"bookmaker_name": "1xBet",
"is_sharp": false,
"move_delta_display": "\u2191 +15.6%",
"odds_delta_pct": 15.6
},
{
"bookmaker_id": 3,
"bookmaker_name": "Betfair",
"is_sharp": true,
"move_delta_display": "\u2191 +15.4%",
"odds_delta_pct": 15.4
},
{
"bookmaker_id": 1,
"bookmaker_name": "10Bet",
"is_sharp": false,
"move_delta_display": "\u2191 +6.0%",
"odds_delta_pct": 6.0
},
{
"bookmaker_id": 4,
"bookmaker_name": "Pinnacle",
"is_sharp": true,
"move_delta_display": "\u2191 +2.9%",
"odds_delta_pct": 2.9
},
{
"bookmaker_id": 32,
"bookmaker_name": "Betano",
"is_sharp": false,
"move_delta_display": "\u2191 +2.7%",
"odds_delta_pct": 2.7
}
],
"books_total": 13,
"breadth_display": "10/13",
"clv_label": "+0.00 pp",
"clv_status": "evaluated",
"current_odds": 3.8,
"is_drift": true,
"move_context": "Largest move today",
"move_display": "\u2191 +22.6%",
"move_pct_abs": 22.6,
"move_speed_icon": "\ud83d\udc22",
"move_speed_label": "Slow drift over 95h 26m",
"narrative_paragraphs": [
"10/13 books lengthened Oper\u00e1rio-PR together (22.6% drift, score 68) \u2014 broad market fade, not a single-book blip.",
"Noticeable drift \u2014 odds lengthened with multi-book confirmation (not steam)."
],
"narrative_title": "Market Narrative",
"odds_delta_pct": 22.6,
"odds_path": {
"chart_y_labels": [
"3.87",
"3.49",
"3.10"
],
"display": "3.87 \u2192 3.00 \u2192 3.80",
"move_speed_icon": "\ud83d\udc22",
"move_speed_label": "Slow drift over 95h 26m",
"pick_team": "Oper\u00e1rio-PR",
"points": [
{
"label_key": "open",
"value": "3.87"
},
{
"label_key": "extreme",
"value": "3.00"
},
{
"label_key": "current",
"value": "3.80"
}
],
"sparkline_points": [
3.1,
3.77,
3.87,
3.8
],
"sparkline_polyline": "0.0,18.0 18.7,2.3 37.3,0.0 56.0,1.6",
"sparkline_trend": "up",
"sparkline_trend_label": "One-way rise",
"summary_boxes": [
{
"label_key": "open",
"value": "3.10"
},
{
"label_key": "low",
"value": "3.10"
},
{
"label_key": "high",
"value": "3.87"
},
{
"label_key": "current",
"value": "3.80"
}
]
},
"open_odds": 3.1,
"page_alert_line": "Market drift alert: Oper\u00e1rio-PR odds \u2191 +22.6% \u2014 pricing moves against this side",
"phase_label": "Market drift",
"phase_tip": "Broad lengthening \u2014 market pricing moves against the tracked side.",
"pick_team": "Oper\u00e1rio-PR",
"ref_book": "Bet365",
"seo_title_alert": "Market drift alert: Oper\u00e1rio-PR odds \u2191 +22.6% \u2014 pricing moves against this side",
"sharp_leader": "Bet365",
"show": true,
"signal_badge_class": "fade",
"signal_icon": "\ud83d\udcc9",
"signal_impact": {
"current_odds": 3.8,
"is_drift": true,
"label": "Market Signal",
"move_display": "\u2191 +22.6%",
"open_odds": 3.1,
"summary": "Broad market drift supports the same direction as the model lean.",
"team": "Oper\u00e1rio-PR",
"tone": "with"
},
"signal_key": "strong_drift",
"signal_label": "Strong drift",
"steam_score": 68,
"steam_subtitle": "Strong sharp signal",
"steam_tier": "A",
"title": "Market Move Intelligence"
},
"market_overview": {
"breadth_display": "10/13",
"current_odds": 3.8,
"move_display": "\u2191 +22.6%",
"open_odds": 3.1,
"pick_team": "Oper\u00e1rio-PR",
"steam_score": 68,
"steam_team_name": "Oper\u00e1rio-PR",
"steam_tier": "A"
},
"premium_teaser": {
"current_divergence_pp": 21.5,
"divergence_label": "Current divergence",
"title": "Premium Market Intelligence",
"unlock_items": [
"Historical similar matches",
"Closing odds analysis",
"CLV tracking",
"Sharp money signals",
"Market efficiency rating",
"Historical model vs market results"
],
"unlock_label": "Unlock"
},
"show": true
},
"match": {
"away_expected_goals": null,
"away_goal_display": null,
"away_team_display_name": "Oper\u00e1rio-PR",
"away_team_id": 1223,
"away_team_logo": "/static/teams/1223.webp",
"away_team_name": "Oper\u00e1rio-PR",
"away_team_slug": "operario-pr",
"country_code": "BR",
"country_display_name": "Brazil",
"country_flag": "/static/images/country/br.svg",
"country_id": 24,
"country_name": "Brazil",
"fixture_id": 1520791,
"goals_away": null,
"goals_home": null,
"home_expected_goals": null,
"home_goal_display": null,
"home_team_country": "Brazil",
"home_team_display_name": "Atl\u00e9tico Goianiense",
"home_team_id": 144,
"home_team_logo": "/static/teams/144.webp",
"home_team_name": "Atl\u00e9tico Goianiense",
"home_team_slug": "atletico-goianiense",
"league_country": "Brazil",
"league_country_display": "Brazil",
"league_display_name": "Serie B Brazil",
"league_id": 72,
"league_logo": "/static/leagues/72.webp",
"league_name": "Serie B Brazil",
"league_season": 2026,
"match_date": "2026-07-27 22:30:00",
"score_fulltime_away": null,
"score_fulltime_home": null,
"score_penalty_away": null,
"score_penalty_home": null,
"status_long": "Not Started",
"status_short": "NS",
"venue_city": null,
"venue_name": null
},
"match_decision": {
"confidence": {
"breakdown": [
"pred_conf_md_strong_fav_1x2",
"pred_conf_md_line_above_ev"
],
"breakdown_resolved": [
"Strong favourite in 1X2 model (+1.5)",
"At least one tracked line above +EV threshold (+0.5)"
],
"score": 9.0
},
"markets": {
"1x2": {
"1x2_ev_mode": "market_first_p15",
"away": {
"alpha": 0.2482,
"best_odd": 3.77,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": -0.0286,
"ev": -0.1465,
"implied_prob": 0.255,
"joint_probs": {
"away": 0.255,
"draw": 0.3061,
"home": 0.4389
},
"model_prob": 0.1399,
"p_final": 0.2264
},
"draw": {
"alpha": 0.2552,
"best_odd": 3.14,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": -0.0254,
"ev": -0.1185,
"implied_prob": 0.3061,
"joint_probs": {
"away": 0.255,
"draw": 0.3061,
"home": 0.4389
},
"model_prob": 0.2066,
"p_final": 0.2807
},
"ev_available": true,
"home": {
"alpha": 0.3051,
"best_odd": 2.19,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": 0.0655,
"ev": 0.1046,
"implied_prob": 0.4389,
"joint_probs": {
"away": 0.255,
"draw": 0.3061,
"home": 0.4389
},
"model_prob": 0.6536,
"p_final": 0.5044
}
},
"1x2_outlier": {
"1x2_ev_mode": "legacy_max_odd",
"away": {
"best_odd": 3.77,
"edge": -0.1254,
"ev": -0.4728,
"implied_prob": 0.2653,
"model_prob": 0.1399
},
"draw": {
"best_odd": 3.14,
"edge": -0.1119,
"ev": -0.3513,
"implied_prob": 0.3185,
"model_prob": 0.2066
},
"ev_available": true,
"home": {
"best_odd": 2.19,
"edge": 0.1969,
"ev": 0.4313,
"implied_prob": 0.4566,
"model_prob": 0.6536
}
},
"btts": {
"ev_available": false,
"n_bookmakers": 0,
"reliability": "low"
},
"ou25": {
"ev_available": false,
"n_bookmakers": 0,
"reliability": "low"
}
},
"match_regime": {
"action": "avoid",
"code": "no_edge",
"execution_line_key": "pred_regime_exec_no_actionable",
"insight_line_key": "pred_regime_insight_minor_inefficiency",
"stake_mult": 0.0,
"use_split_strip": true
},
"match_tier": "no_bet",
"min_ev": 0.02,
"total_xg": 3.32,
"variance_flag": false
},
"unified_decision": {
"actionable_ev_threshold": 0.02,
"algorithm": {
"enabled_since": "2026-05-26",
"game_typing_module": true,
"version": "2.5.0"
},
"balanced_alternative": null,
"best_consensus_ev": 0.1046,
"best_outlier_ev": 0.4313,
"best_tracked_ev": 0.1046,
"confidence": 7.0,
"decision_confidence_v1": {
"breakdown": [
"pred_conf_v1_primary_line",
"pred_conf_v1_primary_ev_above_10"
],
"breakdown_resolved": [
"Primary line identified (+1.0)",
"Primary EV above 10% (+1.0)"
],
"breakdown_v2": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"guard_capped": true,
"score": 4.8,
"score_before_guard": 7.0,
"score_v1_legacy": 3.0,
"score_v2_pre_penalty": 4.8,
"strength_v2": true
},
"decision_strength_v2": {
"breakdown": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"score": 4.8,
"score_pre_penalty": 4.8
},
"decision_type": "VALUE_ALERT",
"execution": {
"1x2_dominant": true,
"1x2_open_contest": false,
"grade": "A",
"stake_factor": 1.0
},
"favourite_misaligned_1x2": {
"active": false,
"gap": null,
"side": null
},
"final_action": "wait",
"final_decision": {
"action": "wait",
"alignment": {
"direction_aligned": true,
"direction_key": "agree",
"gap_pp": 21.5,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": true,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.5,
"summary": "Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1046,
"best_outlier_ev": 0.4313,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.8,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.8,
"decision_type": "VALUE_ALERT",
"execution_confidence": 37,
"extreme_disagreement": false,
"final_verdict_audit": {
"action": "Monitor closing market and validate with CLV.",
"action_label": "Action",
"decision": "Wait - No Primary Bet",
"is_primary": false,
"snapshot": "The AI model sees Atl\u00e9tico Goianiense at 65.4% vs market 43.9%.",
"why": [
{
"text": "AI identifies Atl\u00e9tico Goianiense as the stronger side (65.4%)",
"tone": "ok"
},
{
"text": "Market broadly agrees with the direction",
"tone": "ok"
},
{
"text": "Model confidence reduced by xG uncertainty",
"tone": "bad"
},
{
"text": "Market quality / price reliability is insufficient for Primary",
"tone": "bad"
}
],
"why_label": "Decision Summary"
},
"gap_pp": 21.5,
"gates_failed": [
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary"
],
"has_top_pick": true,
"headline": "Wait - No Primary Bet",
"hero_mode": "default",
"icon": "\u23f8",
"label": "Wait for validation",
"market_signal": "Direction aligns with model lean; pricing still diverges",
"model_conflict_detail": null,
"model_lean": "Atl\u00e9tico Goianiense",
"no_primary_reasons": {
"all_triggered": [
"calibration_risk",
"market_quality"
],
"calibration_mode": "hard",
"codes": [
"calibration_risk",
"market_quality"
],
"label": "Reason",
"other_factors": [
{
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
}
],
"other_label": "Other factors",
"primary": {
"code": "calibration_risk",
"detail": "Confidence reduced because model assumptions exceed the normal range.",
"name": "Calibration Risk",
"short": "Calibration Risk",
"tone": "danger"
},
"secondary": {
"code": "market_quality",
"detail": "Price reliability is weak (thin coverage, outlier quote, or low book agreement).",
"name": "Market Quality Risk",
"short": "Market Quality Risk",
"tone": "warn"
},
"version": "v1"
},
"outlier_detected": true,
"outlier_excluded_panel": "Excluded top quotes (audit row \u2014 never Primary): #1 \u00b7 market 1X2 \u00b7 side Atl\u00e9tico Goianiense \u00b7 decimal odds ~2.19 (derived from model% \u00d7 (1+EV)) \u00b7 EV +43% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1520791 \u00b7 snapshot=live-render \u00b7 odds\u22482.19 \u00b7 reason=thin|single-book|\u0394EV\u22653.0%EV \u00b7 book=admin-only \u00b7 trigger: outlier EV \u2212 consensus EV \u2265 +3.0% EV (not probability pp) AND thin/single-book style \u00b7 consensus used +10.5% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.5% meets Primary gate (\u2265+5.0%)",
"ok": true
},
{
"key": "gate",
"label": "Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"ok": false
},
{
"key": "xg_strength",
"label": "Extreme xG reduced Decision Strength (-2.0)",
"ok": false
}
],
"lean_ev_threshold_pct": 2.0,
"primary_ev_threshold_pct": 5.0,
"subtitle": "Primary needs consensus EV \u2265 +5.0% plus reliability/execution/calibration gates (Decision Strength is explain-only). Lean/tracked gate is +2.0% (selective only \u2014 not default Primary sizing).",
"title": "Why not Primary?"
},
"primary_gate_checklist": "Gate checklist: Consensus EV +10.5% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.8/10 (explain only, not a Primary gate). If you still act under hard block: example stake 0.10\u20130.20% bankroll (never Primary).",
"primary_gate_snapshot": "Primary Gate Snapshot: Consensus EV +10.5% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.8/10 (display only)",
"primary_gates": {
"items": [
{
"key": "extreme_gap",
"label": "Extreme gap",
"ok": true,
"value": "no"
},
{
"key": "xg_calibration",
"label": "xG calibration",
"ok": false,
"value": "failed"
},
{
"key": "reliability",
"label": "Rel",
"ok": false,
"value": "57 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "37 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.5% (\u2265+5.0%)"
},
{
"key": "top_pick",
"label": "Pick",
"ok": true,
"value": "true"
},
{
"key": "validation",
"label": "Validation",
"ok": false,
"value": "false"
}
],
"passed": 4,
"total": 8
},
"primary_type": null,
"reasons": [
"Model and market favour the same side (Atl\u00e9tico Goianiense), but pricing still diverges by 21.5 pp.",
"Decision strength: 4.8/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +43% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 57,
"speed_read": "Speed read: Model Signal can look moderate/strong while Decision Strength stays low after calibration \u2014 Strength alone does not block Primary (v2.5+); still check reliability/execution/EV hard gates.",
"strength_v2_breakdown": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"subline": "Model validation or guard rules block actionable value signals.",
"thresholds": {
"extreme_gap_pp": 30.0,
"lean_min_consensus_ev": 0.02,
"lean_min_strength": 5.0,
"min_consensus_ev": 0.05,
"min_execution": 65,
"min_reliability": 65,
"min_strength": 7.0,
"source": "db",
"user_id": 2
},
"thresholds_source": "db",
"thresholds_user_id": 2,
"tier": "wait",
"validation_ok": false,
"value_context": {
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"consensus_ev_display": "+10.5%",
"consensus_odds": 2.19,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.4389,
"is_extreme_disagreement": false,
"model_prob": 0.6536,
"raw_edge_display": "+21.5 percentage points",
"raw_edge_pp": 21.5,
"raw_implied_prob": 0.4566210045662101,
"raw_signal_ev": 0.4314,
"raw_signal_ev_display": "+43.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 71.1,
"reasons": [
"Extreme xG deviation 71% vs league baseline"
],
"recommended_action": "apply stronger regression",
"strength_delta": -2.0,
"uplift_away": null,
"uplift_home": null
}
},
"game_type": {
"label_zh": "\u5f3a\u4fe1\u53f7\uff08\u4f4e\u65b9\u5dee\uff09",
"scoring_type": "strong_signal",
"signals": {
"btts_yes_prob": 0.584,
"draw_prob": 0.2066,
"max_1x2_prob": 0.6536,
"over_prob": 0.645,
"total_xg": 3.32,
"under_prob": 0.355,
"xg_diff": 1.3
},
"type": "strong_signal",
"typing_weights_enabled": true
},
"guard_active": true,
"guard_level": "extreme",
"guard_message": "Model validation failed \u2014 value signals on 1X2 are not actionable until inputs are verified.",
"hero_display_pick": null,
"hero_mode": "default",
"longshot_picks": [],
"markets": {
"1x2": {
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"decision": "guard_blocked",
"decision_before_guard": "value_bet",
"edge": 0.0655,
"ev": 0.1046,
"guard_blocked": true,
"implied_prob": 0.4389,
"max_ev_side": "home",
"model_prob": 0.6536,
"side": "home",
"side_label": "Atl\u00e9tico Goianiense"
},
"btts": {
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"edge": null,
"ev": null,
"implied_prob": null,
"model_prob": 0.584,
"side": "yes",
"value_side": "yes"
},
"ou_2_5": {
"decision": "lean",
"edge": null,
"ev": null,
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"model_prob": 0.645,
"side": "over",
"value_side": "over"
}
},
"match_id": 1520791,
"match_regime": {
"action": "bet",
"actionable": true,
"clear_edge": true,
"code": "clear_edge",
"execution_line_key": null,
"insight_line_key": null,
"max_valid_ev": 0.1046,
"min_ev": 0.02,
"stake_mult": 1.0,
"use_split_strip": false
},
"match_tier": "value_game",
"no_clear_primary": false,
"probabilities": {
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"draw": 0.2066,
"home": 0.6536
},
"reason_codes": [
"high_total_goals"
],
"secondary_pick": null,
"secondary_picks": [],
"show_betting_primary_label": false,
"suppressed_primary": null,
"teams": {
"away": "Oper\u00e1rio-PR",
"home": "Atl\u00e9tico Goianiense"
},
"top_pick": {
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"decision": "value_bet",
"ev": 0.1046,
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"market": "1x2",
"model_prob": 0.6536,
"not_dominant": false,
"primary_strength": "clear",
"risk_band": "strong",
"risk_tier": "primary",
"side": "home",
"side_label": "Atl\u00e9tico Goianiense",
"slot": "primary",
"speculative_primary": false
},
"valid_markets_count": 1,
"value_context_1x2": {
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"consensus_ev_display": "+10.5%",
"consensus_odds": 2.19,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.4389,
"is_extreme_disagreement": false,
"model_prob": 0.6536,
"raw_edge_display": "+21.5 percentage points",
"raw_edge_pp": 21.5,
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"raw_signal_ev": 0.4314,
"raw_signal_ev_display": "+43.1%"
}
}
},
"fixture_id": 1520791,
"generated_at_utc": "2026-07-27T22:29:07.242641+00:00",
"lang_id": "en"
}
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Đăng ký ngay
Serie B Brazil — Bảng xếp hạng
| # | Đội | Tr | T | H | B | Đ |
|---|---|---|---|---|---|---|
| 1 | Vila Nova | 30 | 16 | 6 | 8 | 54 |
| 2 | Juventude | 30 | 15 | 8 | 7 | 53 |
| 3 | Fortaleza EC | 30 | 14 | 10 | 6 | 52 |
| 4 | Novorizontino | 30 | 14 | 9 | 7 | 51 |
| 5 | Criciúma | 30 | 14 | 8 | 8 | 50 |
| 6 | Atlético Goianiense | 30 | 13 | 10 | 7 | 49 |
| 7 | CRB | 30 | 14 | 6 | 10 | 48 |
| 8 | Operário-PR | 30 | 13 | 9 | 8 | 48 |
| 9 | Sport Recife | 30 | 11 | 11 | 8 | 44 |
| 10 | Cuiabá | 30 | 10 | 13 | 7 | 43 |
| 11 | Goiás | 30 | 12 | 6 | 12 | 42 |
| 12 | São Bernardo | 30 | 11 | 9 | 10 | 42 |
| 13 | Athletic Club | 30 | 10 | 12 | 8 | 42 |
| 14 | Náutico Recife | 30 | 11 | 8 | 11 | 41 |
| 15 | Ceará | 30 | 9 | 9 | 12 | 36 |
| 16 | Botafogo-SP | 29 | 8 | 8 | 13 | 32 |
| 17 | Avaí | 30 | 8 | 6 | 16 | 30 |
| 18 | Londrina | 30 | 7 | 7 | 16 | 28 |
| 19 | América Mineiro | 30 | 4 | 5 | 21 | 17 |
| 20 | Ponte Preta | 29 | 3 | 4 | 22 | 13 |
| # | Đội | Tr | BT | BB | +/- | Đ |
|---|---|---|---|---|---|---|
| 1 | Novorizontino | 30 | 49 | 27 | +22 | 51 |
| 2 | CRB | 30 | 45 | 41 | +4 | 48 |
| 3 | Vila Nova | 30 | 43 | 31 | +12 | 54 |
| 4 | Operário-PR | 30 | 43 | 38 | +5 | 48 |
| 5 | São Bernardo | 30 | 40 | 31 | +9 | 42 |
| 6 | Sport Recife | 30 | 40 | 32 | +8 | 44 |
| 7 | Londrina | 30 | 39 | 43 | -4 | 28 |
| 8 | Náutico Recife | 30 | 38 | 37 | +1 | 41 |
| 9 | Atlético Goianiense | 30 | 37 | 27 | +10 | 49 |
| 10 | Athletic Club | 30 | 36 | 33 | +3 | 42 |
| 11 | Fortaleza EC | 30 | 35 | 26 | +9 | 52 |
| 12 | Ceará | 30 | 33 | 39 | -6 | 36 |
| 13 | Juventude | 30 | 32 | 19 | +13 | 53 |
| 14 | Botafogo-SP | 29 | 32 | 36 | -4 | 32 |
| 15 | Criciúma | 30 | 31 | 27 | +4 | 50 |
| 16 | Cuiabá | 30 | 30 | 25 | +5 | 43 |
| 17 | Goiás | 30 | 30 | 36 | -6 | 42 |
| 18 | Avaí | 30 | 30 | 41 | -11 | 30 |
| 19 | América Mineiro | 30 | 21 | 50 | -29 | 17 |
| 20 | Ponte Preta | 29 | 17 | 62 | -45 | 13 |
| # | Đội | Tr | xG | xGC | +/- | Đ |
|---|---|---|---|---|---|---|
| 1 | Novorizontino | 30 | 17.2 | 9.2 | +8.0 | 51 |
| 2 | Fortaleza EC | 30 | 16.8 | 10.1 | +6.7 | 52 |
| 3 | Cuiabá | 30 | 12.3 | 7.0 | +5.3 | 43 |
| 4 | Atlético Goianiense | 30 | 15.2 | 11.1 | +4.1 | 49 |
| 5 | Avaí | 30 | 11.9 | 8.5 | +3.4 | 30 |
| 6 | Vila Nova | 30 | 13.3 | 10.1 | +3.2 | 54 |
| 7 | CRB | 30 | 18.6 | 15.8 | +2.8 | 48 |
| 8 | Juventude | 30 | 10.2 | 8.0 | +2.2 | 53 |
| 9 | Criciúma | 30 | 10.0 | 8.1 | +1.9 | 50 |
| 10 | Sport Recife | 30 | 13.7 | 12.6 | +1.1 | 44 |
| 11 | Londrina | 30 | 10.4 | 9.6 | +0.8 | 28 |
| 12 | São Bernardo | 30 | 12.6 | 12.6 | 0.0 | 42 |
| 13 | Botafogo-SP | 29 | 13.7 | 13.8 | -0.1 | 32 |
| 14 | Náutico Recife | 30 | 15.3 | 16.1 | -0.8 | 41 |
| 15 | Goiás | 30 | 11.8 | 13.1 | -1.3 | 42 |
| 16 | Operário-PR | 30 | 12.8 | 16.2 | -3.4 | 48 |
| 17 | Ceará | 30 | 9.1 | 14.2 | -5.1 | 36 |
| 18 | América Mineiro | 30 | 11.7 | 16.9 | -5.2 | 17 |
| 19 | Athletic Club | 30 | 11.9 | 19.2 | -7.3 | 42 |
| 20 | Ponte Preta | 29 | 8.7 | 24.8 | -16.1 | 13 |
