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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 Xỉu 2.5 (1 mục tiêu) ✖ Không đúng
- Cả Hai Đội Đều Ghi Bàn BTTS Có Không ✖ Không đúng
- 1X2 Gnistan KuPS ✖ Không đúng
- Thông tin tỷ số chính xác 2-1, 2-2, 3-1, 3-2, 1-1 0-1 ✖ Không đúng
Validation Report
Immutable Snapshot
Closing Odds
3.17
AI Fair Odds
—
CLV
+0.0%
Final Result
KuPS win · Gnistan 0–1 KuPS
Prediction
✖ Missed
Decision Grade
F
Model Performance
This prediction contributes to:
- Primary Bets ROI (180d): -100.0%
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
{
"bundle_version": 1,
"content_hash": "66b5451f39c4511aa5f46a2f76f9e697bbd03db56b0a8ce7395d9eed9376a524",
"decision_algo_version": "2.5.0",
"facts": {
"ai_fp": {
"away_predicted_xg": 1.97,
"away_win_prob": 0.2848,
"away_win_prob_posterior": null,
"bayes_applied": 0,
"btts_no_prob": 0.195,
"btts_yes_prob": 0.805,
"dc_rho": -0.13,
"draw_prob": 0.1981,
"draw_prob_posterior": null,
"fair_odds_away": 3.51,
"fair_odds_away_posterior": null,
"fair_odds_draw": 5.05,
"fair_odds_draw_posterior": null,
"fair_odds_home": 1.93,
"fair_odds_home_posterior": null,
"home_predicted_xg": 2.62,
"home_win_prob": 0.5171,
"home_win_prob_posterior": null,
"over_25_prob": 0.836,
"prediction_confidence": "low",
"under_25_prob": 0.164
},
"api_prediction": {
"advice": "Double chance : draw or KuPS",
"main_pick_display": "Winner : Gnistan",
"percent_away": "45%",
"percent_draw": "45%",
"percent_home": "10%",
"winner_name": "KuPS"
},
"away_xg": 1.97,
"betting_insight": {
"bet_label": "Gnistan",
"confidence": 51.8,
"main_pick_meta": {
"confidence": "medium",
"display_text": "Winner : Gnistan",
"edge": 0.2122,
"edge_gap": 0.233,
"market": "1X2",
"market_prob": 0.3054,
"model_prob": 0.5176,
"pick_type": "winner",
"probabilities": {
"away": 28.5,
"draw": 19.8,
"home": 51.8
},
"reason": "",
"selection": "home",
"selection_name": "Gnistan"
},
"market_comparison": [
{
"affi_link": "",
"bookmaker_name": "Pinnacle",
"odd": 3.17
}
],
"risk_color": "#f44336",
"risk_key": "high_risk",
"stacked_market": null,
"value_bet": {
"best_odds": 3.17,
"bookmaker_id": 0,
"bookmaker_name": "Pinnacle",
"display_market": "Gnistan Win",
"is_value": true,
"label": "Home",
"market_fair_odds": 3.27,
"market_odds": 3.17,
"model_odds": 1.93,
"overround": 3.3,
"prob_edge": 20.3,
"value_pct": 64.2,
"value_rating": "strong_value"
}
},
"betting_markets": {
"btts": {
"away_clean_sheet": 5,
"away_failed_to_score": 2,
"away_played": 17,
"away_score_rate": 86.1,
"home_clean_sheet": 5,
"home_failed_to_score": 4,
"home_played": 17,
"home_score_rate": 92.7,
"no_prob": 19.5,
"pick": "Yes",
"pick_prob": 80.5,
"source": "xG_dc",
"strong_pick": false,
"yes_prob": 80.5
},
"correct_score": {
"away_expected": 1.97,
"home_expected": 2.62,
"scores": [
{
"away": 1,
"home": 2,
"label": "2-1",
"prob": 6.9
},
{
"away": 2,
"home": 2,
"label": "2-2",
"prob": 6.8
},
{
"away": 1,
"home": 3,
"label": "3-1",
"prob": 6.0
},
{
"away": 2,
"home": 3,
"label": "3-2",
"prob": 5.9
},
{
"away": 1,
"home": 1,
"label": "1-1",
"prob": 5.2
}
],
"source": "xG"
},
"double_chance": {
"options": [
{
"key": "1X",
"label": "Gnistan or Draw",
"prob": 71.5
},
{
"key": "12",
"label": "Gnistan or KuPS",
"prob": 80.2
},
{
"key": "X2",
"label": "Draw or KuPS",
"prob": 48.3
}
],
"pick_key": "12",
"pick_label": "Gnistan or KuPS",
"pick_prob": 80.2
},
"match_winner": {
"away_pct": 28.5,
"draw_pct": 19.8,
"home_pct": 51.7,
"lean_key": "home",
"lean_label": "Gnistan"
},
"over_under": {
"api_hint": null,
"avg_total": 4.59,
"away_avg_scored": 1.9,
"confidence": "high",
"home_avg_scored": 1.6,
"over_prob": 83.6,
"pick": "Over 2.5",
"pick_prob": 83.6,
"source": "xG_dc",
"strong_pick": false,
"total_expected": 4.59,
"under_prob": 16.4
},
"prob_source": "poisson",
"value_bet_enhanced": {
"bookmaker_id": 0,
"bookmaker_name": "Pinnacle",
"edge": 64.2,
"implied_prob": 31.5,
"is_value": true,
"label": "Home",
"market": "Gnistan Win",
"model_prob": 51.8,
"odds": 3.17
}
},
"closing_line_bundle": {
"away_team": "KuPS",
"closing_1x2_probs_pct": {
"away": 44.82,
"draw": 24.64,
"home": 30.54
},
"closing_bookmaker": "Pinnacle",
"closing_capture": "PRE5",
"closing_fetched_at": "2026-08-01 15:55:36",
"early_bookmaker": "Pinnacle",
"early_capture": "PRE30",
"early_fetched_at": "2026-08-01 15:31:19",
"has_data": true,
"home_team": "Gnistan",
"largest_move_kind": null,
"max_abs_move_pp": 0.0,
"model_vs_closing": [
{
"closing_implied_pct": 30.54,
"gap_pp": 21.22,
"kind": "1x2_h",
"model_pct": 51.76
},
{
"closing_implied_pct": 24.64,
"gap_pp": -4.85,
"kind": "1x2_d",
"model_pct": 19.78
},
{
"closing_implied_pct": 44.82,
"gap_pp": -16.36,
"kind": "1x2_a",
"model_pct": 28.46
},
{
"closing_implied_pct": 57.68,
"gap_pp": 25.92,
"kind": "ou_o",
"model_pct": 83.6
},
{
"closing_implied_pct": 42.32,
"gap_pp": -25.92,
"kind": "ou_u",
"model_pct": 16.4
}
],
"movement": [
{
"closing": 3.17,
"early": 3.17,
"implied_closing_pct": 30.54,
"implied_delta_pp": 0.0,
"implied_early_pct": 30.54,
"kind": "1x2_h"
},
{
"closing": 3.93,
"early": 3.93,
"implied_closing_pct": 24.64,
"implied_delta_pp": 0.0,
"implied_early_pct": 24.64,
"kind": "1x2_d"
},
{
"closing": 2.16,
"early": 2.16,
"implied_closing_pct": 44.82,
"implied_delta_pp": 0.0,
"implied_early_pct": 44.82,
"kind": "1x2_a"
},
{
"closing": 1.68,
"early": 1.68,
"implied_closing_pct": 57.68,
"implied_delta_pp": 0.0,
"implied_early_pct": 57.68,
"kind": "ou_o"
},
{
"closing": 2.29,
"early": 2.29,
"implied_closing_pct": 42.32,
"implied_delta_pp": 0.0,
"implied_early_pct": 42.32,
"kind": "ou_u"
}
],
"movement_negligible": true,
"same_bookmaker": true,
"top_value_gap": {
"gap_pp": 25.9,
"kind": "ou_o"
}
},
"correct_score_insight": {
"best_value": null,
"most_likely": {
"label": "2-1",
"prob": 6.9
}
},
"home_xg": 2.62,
"homepage_pick": null,
"market_cards": [
{
"authority_action": "wait",
"authority_note": "Model validation or guard rules block actionable value signals.",
"consensus_odds": 3.17,
"decision": "value_bet",
"disagreement_label": "Strong",
"disagreement_level": "strong",
"ev": 0.1057,
"ev_available": true,
"ev_display": {
"capped": false,
"raw_pct": 10.6,
"text": "+10.6%"
},
"featured": true,
"id": "1x2",
"implied_prob": 0.3054,
"is_extreme_disagreement": false,
"max_ev": 0.1057,
"max_ev_display": {
"capped": false,
"raw_pct": 10.6,
"text": "+10.6%"
},
"model_prob": 0.5176,
"raw_edge_display": "+21.2 percentage points",
"raw_edge_pp": 21.2,
"raw_signal_ev": 0.6408,
"raw_signal_ev_display": "+64.1%",
"show_primary_label": false,
"side_label": "Gnistan",
"sort_key": 10245.13,
"tier": "best"
},
{
"decision": "lean",
"ev_available": false,
"ev_over": null,
"ev_over_display": null,
"ev_under": null,
"ev_under_display": null,
"featured": false,
"id": "ou_2_5",
"max_ev": null,
"over_prob": 83.6,
"sort_key": 4050.0,
"tier": "lean",
"under_prob": 16.4,
"value_side": "over"
},
{
"decision": "lean",
"ev_available": false,
"ev_no": null,
"ev_no_display": null,
"ev_yes": null,
"ev_yes_display": null,
"featured": false,
"id": "btts",
"max_ev": null,
"no_prob": 19.5,
"sort_key": 4050.0,
"tier": "lean",
"value_side": "yes",
"yes_prob": 80.5
},
{
"featured": false,
"id": "correct_score",
"sort_key": 800.7,
"tier": "risk",
"top_label": "2-1",
"top_prob": 6.9
}
],
"market_intelligence": {
"betting_signal": {
"alert_breadth": "10/13",
"alert_breadth_note": "10/13 sportsbooks confirmed",
"alert_move": "\u2193 -3.2%",
"alert_team": "Gnistan",
"alert_title": "Sharp Money Alert",
"divergence_pp": 21.2,
"has_alert": true,
"hero_edge_pp": 21.17,
"hero_label": "Gnistan",
"market_prob_pct": 30.5,
"market_team": "KuPS",
"model_prob_pct": 51.7,
"model_team": "Gnistan",
"show": true,
"status_icon": "!",
"status_key": "caution",
"status_label": "Use caution",
"status_line": "Use caution \u2014 signals are mixed",
"steam_score": 43,
"steam_subtitle": "Moderate sharp signal",
"steam_tier": "B",
"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"
},
{
"key": "steam",
"read_min": 4,
"title": "What Is a Steam Move?",
"url": "/academy/betting-market/what-is-a-steam-move/en"
},
{
"key": "clv_pending",
"read_min": 3,
"title": "Why CLV Matters More Than Win Rate",
"url": "/academy/clv/why-clv-matters-more-than-win-rate/en"
}
],
"alignment": {
"direction_aligned": false,
"direction_key": "conflict",
"gap_pp": 21.2,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": false,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.2,
"summary": "Model and market favour the same side (Gnistan), but pricing still diverges by 21.2 pp."
},
"authority": {
"action": "wait",
"alignment": {
"direction_aligned": false,
"direction_key": "conflict",
"gap_pp": 21.2,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": false,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.2,
"summary": "Model and market favour the same side (Gnistan), but pricing still diverges by 21.2 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1057,
"best_outlier_ev": 0.6408,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.6,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.6,
"decision_type": "VALUE_ALERT",
"execution_confidence": 33,
"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 Gnistan at 51.8% vs market 30.5%.",
"why": [
{
"text": "AI identifies Gnistan as the stronger side (51.8%)",
"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": 21.2,
"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": "Gnistan",
"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 Gnistan \u00b7 decimal odds ~3.17 (derived from model% \u00d7 (1+EV)) \u00b7 EV +64% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1495749 \u00b7 snapshot=live-render \u00b7 odds\u22483.17 \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 +10.6% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.6% 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 +10.6% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.6/10 (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 +10.6% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.6/10 (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": "51 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "33 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.6% (\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 (Gnistan), but pricing still diverges by 21.2 pp.",
"Decision strength: 4.6/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +64% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 51,
"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": 0.1057,
"consensus_ev_display": "+10.6%",
"consensus_odds": 3.17,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.3054,
"is_extreme_disagreement": false,
"model_prob": 0.5176,
"raw_edge_display": "+21.2 percentage points",
"raw_edge_pp": 21.2,
"raw_implied_prob": 0.31545741324921134,
"raw_signal_ev": 0.6408,
"raw_signal_ev_display": "+64.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 94.1,
"reasons": [
"Extreme xG deviation 94% 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": 86,
"signals": [
{
"icon": "\u2713",
"key": "statistical_edge",
"label": "Statistical edge detected",
"status": "pass"
},
{
"icon": "!",
"key": "market_agreement",
"label": "Direction agrees; pricing still diverges",
"status": "caution"
},
{
"icon": "\u2713",
"key": "steam",
"label": "Sharp steam supports model side (direction only \u2014 not pricing convergence)",
"status": "pass"
},
{
"icon": "!",
"key": "validation",
"label": "Validation warning",
"status": "caution"
}
],
"stars": 4,
"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": "Steam aligns with model",
"tone": "ok"
},
{
"key": "xg_calibration",
"label": "High xG deviation from league baseline (94%+)",
"tone": "negative"
}
],
"parts": {
"alignment": 14.4,
"data_quality": 12.0,
"market_coverage": 7.7,
"steam_coherence": 10.0,
"validation": 14.0
},
"score": 51,
"stars": 2,
"tier": "moderate",
"tier_label": "Moderate"
},
"lean_gap_pp": 21.17,
"market_agreement": "weak",
"max_gap_pp": 21.17,
"model_calibration": {
"away_xg": 1.97,
"calibration_status": "failed",
"deviation_pct": 94.0,
"elevated": true,
"home_xg": 2.62,
"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": 2.62,
"status_label": "High deviation from league baseline",
"summary": "Home xG 2.62 \u00b7 Away xG 1.97 \u00b7 League avg 1.35 \u00b7 Peak deviation +94%",
"title": "Model Calibration Check"
},
"move_is_drift": false,
"mv_status": "warning",
"odds_delta_pct": -3.2,
"steam_conflicts": false,
"steam_move_display": "\u2193 -3.2%",
"steam_team": "Gnistan",
"suppress_execution": true,
"value_split": {
"execution_confidence": {
"label": "Betting Confidence",
"score": 33,
"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": 51,
"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 (Gnistan), but pricing still diverges by 21.2 pp.",
"alignment": {
"direction_aligned": false,
"direction_key": "conflict",
"gap_pp": 21.2,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": false,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.2,
"summary": "Model and market favour the same side (Gnistan), but pricing still diverges by 21.2 pp."
},
"authority": {
"action": "wait",
"alignment": {
"direction_aligned": false,
"direction_key": "conflict",
"gap_pp": 21.2,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": false,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.2,
"summary": "Model and market favour the same side (Gnistan), but pricing still diverges by 21.2 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1057,
"best_outlier_ev": 0.6408,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.6,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.6,
"decision_type": "VALUE_ALERT",
"execution_confidence": 33,
"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 Gnistan at 51.8% vs market 30.5%.",
"why": [
{
"text": "AI identifies Gnistan as the stronger side (51.8%)",
"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": 21.2,
"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": "Gnistan",
"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 Gnistan \u00b7 decimal odds ~3.17 (derived from model% \u00d7 (1+EV)) \u00b7 EV +64% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1495749 \u00b7 snapshot=live-render \u00b7 odds\u22483.17 \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 +10.6% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.6% 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 +10.6% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.6/10 (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 +10.6% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.6/10 (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": "51 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "33 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.6% (\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 (Gnistan), but pricing still diverges by 21.2 pp.",
"Decision strength: 4.6/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +64% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 51,
"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": 0.1057,
"consensus_ev_display": "+10.6%",
"consensus_odds": 3.17,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.3054,
"is_extreme_disagreement": false,
"model_prob": 0.5176,
"raw_edge_display": "+21.2 percentage points",
"raw_edge_pp": 21.2,
"raw_implied_prob": 0.31545741324921134,
"raw_signal_ev": 0.6408,
"raw_signal_ev_display": "+64.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 94.1,
"reasons": [
"Extreme xG deviation 94% 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: Gnistan 2.62 xG vs KuPS 1.97 \u2192 Gnistan 51.7%",
"Market: KuPS ~30.5% implied",
"Market Steam: Gnistan \u2193 -3.2%"
],
"one_liner": "Model leans Gnistan, but market pricing diverges by 21 pp.",
"title": "Why?"
}
},
"edge_rows": [
{
"edge_pp": 21.17,
"fair_prob": 51.71,
"label": "Gnistan",
"market_prob": 30.54,
"market_type": "1x2",
"outcome": "home"
},
{
"edge_pp": -4.83,
"fair_prob": 19.81,
"label": "Draw",
"market_prob": 24.64,
"market_type": "1x2",
"outcome": "draw"
},
{
"edge_pp": -16.34,
"fair_prob": 28.48,
"label": "KuPS",
"market_prob": 44.82,
"market_type": "1x2",
"outcome": "away"
},
{
"edge_pp": null,
"fair_prob": 83.6,
"label": "Over 2.5",
"market_prob": null,
"market_type": "ou25",
"outcome": "over"
},
{
"edge_pp": null,
"fair_prob": 16.4,
"label": "Under 2.5",
"market_prob": null,
"market_type": "ou25",
"outcome": "under"
},
{
"edge_pp": null,
"fair_prob": 80.5,
"label": "BTTS Yes",
"market_prob": null,
"market_type": "btts",
"outcome": "yes"
},
{
"edge_pp": null,
"fair_prob": 19.5,
"label": "BTTS No",
"market_prob": null,
"market_type": "btts",
"outcome": "no"
}
],
"edge_snapshot": {
"edge_label": "extreme_disagreement",
"edge_pp": 21.17,
"fair_prob_pct": 51.71,
"hero_side": "home",
"hero_team_name": "Gnistan",
"market_prob_pct": 30.54,
"status": "strong_disagreement",
"steam_team_name": "Gnistan"
},
"fair_source": "poisson_pipeline",
"fair_vs_market": {
"closing_capture": "PRE5",
"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: PRE5.",
"comparison_available": true,
"comparison_disabled": false,
"comparison_summary": "The statistical model estimates Gnistan\u0027s win probability at 51.7%, compared with the closing market\u0027s implied probability of 30.5%, a difference of 21.2 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": 21.17,
"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: PRE5.",
"forecast_assessment": {
"favourite_class": "Slight favourite",
"favourite_label": "Gnistan",
"forecast_certainty_tier": "medium",
"headline": "Slight edge match",
"market_agreement_label": "Weak",
"market_direction": {
"label": "Supports model direction",
"positive": true
},
"market_prob_pct": 30.5,
"model_prob_gap_display": "+21.2 percentage points",
"model_prob_gap_pp": 21.2,
"model_prob_pct": 51.7,
"outcome_separation_tier": "medium",
"paragraphs": [],
"pricing_convergence": {
"gap_display": "+21.2 percentage points",
"gap_pp": 21.2,
"label": "Low convergence",
"label_key": "mi_fa_pricing_low"
},
"reliability_headline": "Limited reliability",
"reliability_icon": "!",
"reliability_score": 51,
"reliability_tier": "limited",
"summary": "Gnistan \u2014 market direction supports the model, but pricing still diverges (+21.2 pp).",
"tier": "slight_edge",
"title": "Prediction Assessment",
"validation_label": "Warning",
"value_split": {
"execution_confidence": {
"label": "Betting Confidence",
"score": 33,
"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": 51,
"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: Gnistan 2.62 xG vs KuPS 1.97 \u2192 Gnistan 51.7%",
"Market: KuPS ~30.5% implied",
"Market Steam: Gnistan \u2193 -3.2%"
],
"one_liner": "Model leans Gnistan, but market pricing diverges by 21 pp.",
"title": "Why?"
}
},
"forecast_certainty": {
"note": "A lead outcome exists, but the match is not one-sided in the model.",
"tier": "medium",
"tier_label": "Medium"
},
"forecast_certainty_label": "Medium",
"has_market_probs": true,
"hero_edge_pp": 21.17,
"hero_label": "Gnistan",
"hero_side": "home",
"market_activity": "Gnistan odds shortened \u2193 -3.2%.",
"market_agreement": "weak",
"market_agreement_label": "Weak",
"market_interpretation": {},
"market_narrative": {},
"market_source": "closing_1x2",
"max_gap_pp": 21.17,
"model_validation": {
"score_label_key": "mi_mv_warning",
"status": "warning"
},
"model_validation_label": "Warning",
"outcome_separation": {
"breakdown": [
"Favourite exceeds second outcome by 23.2 pp (at 51.7%)."
],
"lead_gap_pp": 23.2,
"max_prob_pct": 51.7,
"note": "How spread out the model 1X2 probabilities are \u2014 crowded splits mean no single outcome dominates. Not accuracy vs the market.",
"tier": "medium",
"tier_label": "Medium"
},
"outcome_separation_label": "Medium",
"overall_assessment": {
"badge_class": "extreme",
"largest_gap_label": "Gnistan",
"largest_gap_pp": 21.2,
"lead": "The model rates Gnistan considerably stronger than the closing betting market.",
"level": "extreme",
"max_gap_pp": 21.2,
"title": "Strong Disagreement"
},
"rows": [
{
"difference_pp": 21.17,
"edge_pp": 21.17,
"fair_prob_pct": 51.71,
"is_hero": true,
"label": "Gnistan",
"market_prob_pct": 30.54,
"side": "home",
"signal_key": "model_edge",
"signal_label": "Model Edge"
},
{
"difference_pp": -4.83,
"edge_pp": -4.83,
"fair_prob_pct": 19.81,
"is_hero": false,
"label": "Draw",
"market_prob_pct": 24.64,
"side": "draw",
"signal_key": "aligned",
"signal_label": "Aligned"
},
{
"difference_pp": -16.34,
"edge_pp": -16.34,
"fair_prob_pct": 28.48,
"is_hero": false,
"label": "KuPS",
"market_prob_pct": 44.82,
"side": "away",
"signal_key": "market_higher",
"signal_label": "Market Higher"
}
],
"status": "strong_disagreement",
"status_label": "Strong Disagreement",
"steam_note": "",
"unavailable_note": ""
},
"interpretation": {
"has_conflict": true,
"paragraphs": [
"The betting market strongly prefers KuPS (30.5%).",
"Gnistan has attracted notable multi-book line movement (\u2193 -3.2%, 10/13).",
"This creates a conflict: Model \u2192 Gnistan, Market \u2192 KuPS, Recent sharp money \u2192 Gnistan.",
"Because signals disagree, confidence remains limited."
],
"show": true,
"title": "OddsGPT Interpretation"
},
"lifecycle": {
"closing_implied_pct": 31.55,
"closing_odds": 3.17,
"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": 31.55,
"entry_odds": 3.17,
"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": "PRE5",
"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": 2,
"bookmaker_name": "Marathonbet",
"is_sharp": false,
"move_delta_display": "\u2193 -7.8%",
"odds_delta_pct": -7.8
},
{
"bookmaker_id": 4,
"bookmaker_name": "Pinnacle",
"is_sharp": true,
"move_delta_display": "\u2193 -6.5%",
"odds_delta_pct": -6.5
},
{
"bookmaker_id": 7,
"bookmaker_name": "William Hill",
"is_sharp": false,
"move_delta_display": "\u2193 -6.3%",
"odds_delta_pct": -6.3
},
{
"bookmaker_id": 32,
"bookmaker_name": "Betano",
"is_sharp": false,
"move_delta_display": "\u2193 -6.1%",
"odds_delta_pct": -6.1
},
{
"bookmaker_id": 1,
"bookmaker_name": "10Bet",
"is_sharp": false,
"move_delta_display": "\u2193 -3.2%",
"odds_delta_pct": -3.2
},
{
"bookmaker_id": 8,
"bookmaker_name": "Bet365",
"is_sharp": true,
"move_delta_display": "\u2193 -3.2%",
"odds_delta_pct": -3.2
},
{
"bookmaker_id": 36,
"bookmaker_name": "BetVictor",
"is_sharp": false,
"move_delta_display": "\u2193 -3.2%",
"odds_delta_pct": -3.2
},
{
"bookmaker_id": 3,
"bookmaker_name": "Betfair",
"is_sharp": true,
"move_delta_display": "\u2193 -3.2%",
"odds_delta_pct": -3.2
},
{
"bookmaker_id": 9,
"bookmaker_name": "Dafabet",
"is_sharp": false,
"move_delta_display": "\u2193 -3.1%",
"odds_delta_pct": -3.1
},
{
"bookmaker_id": 34,
"bookmaker_name": "Superbet",
"is_sharp": false,
"move_delta_display": "\u2193 -3.1%",
"odds_delta_pct": -3.1
}
],
"books_total": 13,
"breadth_display": "10/13",
"clv_label": "+0.00 pp",
"clv_status": "evaluated",
"current_odds": 3.0,
"is_drift": false,
"move_context": "Highest consensus move",
"move_display": "\u2193 -3.2%",
"move_pct_abs": 3.2,
"move_speed_icon": "\ud83d\udc22",
"move_speed_label": "Slow drift over 103h 34m",
"narrative_paragraphs": [
"Pinnacle led repricing on Gnistan (3.2%) \u2014 sharp book moved before wider follow-through.",
"A meaningful move led by sharper sportsbooks, with moderate market confirmation."
],
"narrative_title": "Market Narrative",
"odds_delta_pct": -3.2,
"odds_path": {
"chart_y_labels": [
"3.17",
"3.08",
"3.00"
],
"display": "3.39 \u2192 2.65 \u2192 3.00",
"move_speed_icon": "\ud83d\udc22",
"move_speed_label": "Slow drift over 103h 34m",
"pick_team": "Gnistan",
"points": [
{
"label_key": "open",
"value": "3.39"
},
{
"label_key": "extreme",
"value": "2.65"
},
{
"label_key": "current",
"value": "3.00"
}
],
"sparkline_points": [
3.1,
3.17,
3.0
],
"sparkline_polyline": "0.0,7.4 28.0,0.0 56.0,18.0",
"sparkline_trend": "down",
"sparkline_trend_label": "One-way drop",
"summary_boxes": [
{
"label_key": "open",
"value": "3.10"
},
{
"label_key": "low",
"value": "3.00"
},
{
"label_key": "high",
"value": "3.17"
},
{
"label_key": "current",
"value": "3.00"
}
]
},
"open_odds": 3.1,
"page_alert_line": "Strong steam move across 10/13 sportsbooks on Gnistan",
"phase_label": "Sharp repricing",
"phase_tip": "Aggressive adjustment \u2014 often sharp-led or high consensus.",
"pick_team": "Gnistan",
"ref_book": "Bet365",
"seo_title_alert": "",
"sharp_leader": "Pinnacle",
"show": true,
"signal_badge_class": "confirm",
"signal_icon": "\u26a1",
"signal_impact": {
"current_odds": 3.0,
"is_drift": false,
"label": "Sharp signal",
"move_display": "\u2193 -3.2%",
"open_odds": 3.1,
"summary": "Sharp money supports the same direction as the model lean.",
"team": "Gnistan",
"tone": "with"
},
"signal_key": "sharp_led",
"signal_label": "Sharp-led move",
"steam_score": 43,
"steam_subtitle": "Moderate sharp signal",
"steam_tier": "B",
"title": "Market Move Intelligence"
},
"market_overview": {
"breadth_display": "10/13",
"current_odds": 3.0,
"move_display": "\u2193 -3.2%",
"open_odds": 3.1,
"pick_team": "Gnistan",
"steam_score": 43,
"steam_team_name": "Gnistan",
"steam_tier": "B"
},
"premium_teaser": {
"current_divergence_pp": 21.2,
"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": "KuPS",
"away_team_id": 1165,
"away_team_logo": "/static/teams/1165.webp",
"away_team_name": "KuPS",
"away_team_slug": "kups",
"country_code": "FI",
"country_display_name": "Finland",
"country_flag": "/static/images/country/fi.svg",
"country_id": 55,
"country_name": "Finland",
"fixture_id": 1495749,
"goals_away": null,
"goals_home": null,
"home_expected_goals": null,
"home_goal_display": null,
"home_team_country": "Finland",
"home_team_display_name": "Gnistan",
"home_team_id": 2082,
"home_team_logo": "/static/teams/2082.webp",
"home_team_name": "Gnistan",
"home_team_slug": "gnistan",
"league_country": "Finland",
"league_country_display": "Finland",
"league_display_name": "Veikkausliiga",
"league_id": 244,
"league_logo": "/static/leagues/244.webp",
"league_name": "Veikkausliiga",
"league_season": 2026,
"match_date": "2026-08-01 16:00:00",
"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": "Helsinki",
"venue_name": "Markku.fi Areena"
},
"match_decision": {
"confidence": {
"breakdown": [
"pred_conf_md_line_above_ev"
],
"breakdown_resolved": [
"At least one tracked line above +EV threshold (+0.5)"
],
"score": 7.5
},
"markets": {
"1x2": {
"1x2_ev_mode": "market_first_p15",
"away": {
"alpha": 0.3396,
"best_odd": 2.16,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": -0.0556,
"ev": -0.1518,
"implied_prob": 0.4482,
"joint_probs": {
"away": 0.4482,
"draw": 0.2464,
"home": 0.3054
},
"model_prob": 0.2846,
"p_final": 0.3927
},
"draw": {
"alpha": 0.2782,
"best_odd": 3.93,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": -0.0135,
"ev": -0.0849,
"implied_prob": 0.2464,
"joint_probs": {
"away": 0.4482,
"draw": 0.2464,
"home": 0.3054
},
"model_prob": 0.1978,
"p_final": 0.2329
},
"ev_available": true,
"home": {
"alpha": 0.2045,
"best_odd": 3.17,
"calibration": {
"active": false,
"hook": "CALIBRATE_1X2_P_FINAL"
},
"edge": 0.0434,
"ev": 0.1057,
"implied_prob": 0.3054,
"joint_probs": {
"away": 0.4482,
"draw": 0.2464,
"home": 0.3054
},
"model_prob": 0.5176,
"p_final": 0.3488
}
},
"1x2_outlier": {
"1x2_ev_mode": "legacy_max_odd",
"away": {
"best_odd": 2.16,
"edge": -0.1784,
"ev": -0.3853,
"implied_prob": 0.463,
"model_prob": 0.2846
},
"draw": {
"best_odd": 3.93,
"edge": -0.0566,
"ev": -0.2226,
"implied_prob": 0.2545,
"model_prob": 0.1978
},
"ev_available": true,
"home": {
"best_odd": 3.17,
"edge": 0.2021,
"ev": 0.6408,
"implied_prob": 0.3155,
"model_prob": 0.5176
}
},
"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": 4.59,
"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": 0.1057,
"best_outlier_ev": 0.6408,
"best_tracked_ev": 0.1057,
"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": 4.6,
"score_before_guard": 7.0,
"score_v1_legacy": 3.0,
"score_v2_pre_penalty": 4.6,
"strength_v2": true
},
"decision_strength_v2": {
"breakdown": [
"Base decision score (v1)",
"Market aligns with model",
"Consensus-line +EV"
],
"score": 4.6,
"score_pre_penalty": 4.6
},
"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": false,
"direction_key": "conflict",
"gap_pp": 21.2,
"key": "agree",
"label": "Direction agree \u00b7 Pricing diverges",
"model_strong": false,
"pricing_aligned": false,
"pricing_key": "low",
"probability_gap_pp": 21.2,
"summary": "Model and market favour the same side (Gnistan), but pricing still diverges by 21.2 pp."
},
"alignment_key": "agree",
"best_consensus_ev": 0.1057,
"best_outlier_ev": 0.6408,
"confidence_band": "Moderate\u2013Low",
"decision_strength": 4.6,
"decision_strength_v1": 3.0,
"decision_strength_v2": 4.6,
"decision_type": "VALUE_ALERT",
"execution_confidence": 33,
"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 Gnistan at 51.8% vs market 30.5%.",
"why": [
{
"text": "AI identifies Gnistan as the stronger side (51.8%)",
"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": 21.2,
"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": "Gnistan",
"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 Gnistan \u00b7 decimal odds ~3.17 (derived from model% \u00d7 (1+EV)) \u00b7 EV +64% \u00b7 book: not captured on live render (see odds history / admin snapshot) \u00b7 captured: \u2014 \u00b7 audit_ref: fixture=1495749 \u00b7 snapshot=live-render \u00b7 odds\u22483.17 \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 +10.6% EV. Excluded quotes cannot clear Primary.",
"primary_allowed": false,
"primary_block_explain": {
"entries": [
{
"key": "positive_ev",
"label": "Consensus EV +10.6% 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 +10.6% \u2705 (need \u2265+5.0%) \u00b7 Calibration Failed (extreme xG) \u274c \u2192 Primary blocked. Decision Strength 4.6/10 (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 +10.6% (gate \u2265+5.0%) \u00b7 Calibration: Failed (extreme xG) \u2192 Primary blocked \u00b7 Decision Strength 4.6/10 (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": "51 (\u226565)"
},
{
"key": "execution",
"label": "Exec",
"ok": false,
"value": "33 (\u226565)"
},
{
"key": "alignment",
"label": "Align",
"ok": true,
"value": "agree"
},
{
"key": "consensus_ev",
"label": "ConsEV",
"ok": true,
"value": "+10.6% (\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 (Gnistan), but pricing still diverges by 21.2 pp.",
"Decision strength: 4.6/10",
"Extreme xG calibration failed \u2014 model \u03bb not trusted for Primary",
"Outlier price +64% EV detected \u2014 not used for Primary (consensus only)."
],
"reliability_score": 51,
"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": 0.1057,
"consensus_ev_display": "+10.6%",
"consensus_odds": 3.17,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.3054,
"is_extreme_disagreement": false,
"model_prob": 0.5176,
"raw_edge_display": "+21.2 percentage points",
"raw_edge_pp": 21.2,
"raw_implied_prob": 0.31545741324921134,
"raw_signal_ev": 0.6408,
"raw_signal_ev_display": "+64.1%"
},
"version": "v2.5",
"xg_calibration": {
"block_value_alert": true,
"calibration_status": "failed",
"deviation_pct": 94.1,
"reasons": [
"Extreme xG deviation 94% vs league baseline"
],
"recommended_action": "apply stronger regression",
"strength_delta": -2.0,
"uplift_away": null,
"uplift_home": null
}
},
"game_type": {
"label_zh": "\u5927\u5f00\u5927\u5408\uff08\u8fdb\u7403\u578b\uff09",
"scoring_type": "high_scoring",
"signals": {
"btts_yes_prob": 0.805,
"draw_prob": 0.1978,
"max_1x2_prob": 0.5176,
"over_prob": 0.836,
"total_xg": 4.59,
"under_prob": 0.164,
"xg_diff": 0.65
},
"type": "high_scoring",
"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": {
"consensus_odds": 3.17,
"decision": "guard_blocked",
"decision_before_guard": "value_bet",
"edge": 0.0434,
"ev": 0.1057,
"guard_blocked": true,
"implied_prob": 0.3054,
"max_ev_side": "home",
"model_prob": 0.5176,
"side": "home",
"side_label": "Gnistan"
},
"btts": {
"decision": "lean",
"edge": null,
"ev": null,
"implied_prob": null,
"model_prob": 0.805,
"side": "yes",
"value_side": "yes"
},
"ou_2_5": {
"decision": "lean",
"edge": null,
"ev": null,
"implied_prob": null,
"model_prob": 0.836,
"side": "over",
"value_side": "over"
}
},
"match_id": 1495749,
"match_regime": {
"action": "bet",
"actionable": true,
"clear_edge": true,
"code": "clear_edge",
"execution_line_key": null,
"insight_line_key": null,
"max_valid_ev": 0.1057,
"min_ev": 0.02,
"stake_mult": 1.0,
"use_split_strip": false
},
"match_tier": "value_game",
"no_clear_primary": false,
"probabilities": {
"away": 0.2846,
"draw": 0.1978,
"home": 0.5176
},
"reason_codes": [
"high_total_goals"
],
"secondary_pick": null,
"secondary_picks": [],
"show_betting_primary_label": false,
"suppressed_primary": null,
"teams": {
"away": "KuPS",
"home": "Gnistan"
},
"top_pick": {
"composite_score": 0.043768,
"decision": "value_bet",
"ev": 0.1057,
"implied_prob": 0.3054,
"market": "1x2",
"model_prob": 0.5176,
"not_dominant": false,
"primary_strength": "clear",
"risk_band": "strong",
"risk_tier": "primary",
"side": "home",
"side_label": "Gnistan",
"slot": "primary",
"speculative_primary": false
},
"valid_markets_count": 1,
"value_context_1x2": {
"consensus_ev": 0.1057,
"consensus_ev_display": "+10.6%",
"consensus_odds": 3.17,
"disagreement_label": "Strong",
"disagreement_level": "strong",
"implied_prob": 0.3054,
"is_extreme_disagreement": false,
"model_prob": 0.5176,
"raw_edge_display": "+21.2 percentage points",
"raw_edge_pp": 21.2,
"raw_implied_prob": 0.31545741324921134,
"raw_signal_ev": 0.6408,
"raw_signal_ev_display": "+64.1%"
}
}
},
"fixture_id": 1495749,
"generated_at_utc": "2026-08-01T15:55:38.519956+00:00",
"lang_id": "en"
}
Khám phá thêm nội dung dự đoán
Nhận dự đoán cao cấp cho Gnistan & KuPS!
Mở khóa phân tích chuyên sâu, mẹo cá cược độc quyền và dự đoán trận đấu với dịch vụ đăng ký cao cấp của chúng tôi.
Đăng ký ngay
Veikkausliiga — Bảng xếp hạng
| # | Đội | Tr | T | H | B | Đ |
|---|---|---|---|---|---|---|
| 1 | KuPS | 22 | 12 | 7 | 3 | 43 |
| 2 | Inter Turku | 22 | 11 | 9 | 2 | 42 |
| 3 | HJK Helsinki | 22 | 11 | 4 | 7 | 37 |
| 4 | Gnistan | 22 | 10 | 6 | 6 | 36 |
| 5 | AC Oulu | 22 | 10 | 4 | 8 | 34 |
| 6 | VPS | 22 | 9 | 6 | 7 | 33 |
| 7 | Lahti | 22 | 9 | 5 | 8 | 32 |
| 8 | Turku PS | 22 | 8 | 7 | 7 | 31 |
| 9 | Ilves | 22 | 7 | 4 | 11 | 25 |
| 10 | SJK | 22 | 4 | 7 | 11 | 19 |
| 11 | FF Jaro | 22 | 3 | 6 | 13 | 15 |
| 12 | Mariehamn | 22 | 3 | 5 | 14 | 14 |
| # | Đội | Tr | BT | BB | +/- | Đ |
|---|---|---|---|---|---|---|
| 1 | KuPS | 22 | 38 | 23 | +15 | 43 |
| 2 | HJK Helsinki | 22 | 36 | 27 | +9 | 37 |
| 3 | Gnistan | 22 | 36 | 29 | +7 | 36 |
| 4 | Ilves | 22 | 34 | 37 | -3 | 25 |
| 5 | Inter Turku | 22 | 29 | 16 | +13 | 42 |
| 6 | VPS | 22 | 29 | 22 | +7 | 33 |
| 7 | Turku PS | 22 | 28 | 23 | +5 | 31 |
| 8 | Lahti | 22 | 26 | 19 | +7 | 32 |
| 9 | AC Oulu | 22 | 25 | 25 | 0 | 34 |
| 10 | SJK | 22 | 25 | 33 | -8 | 19 |
| 11 | FF Jaro | 22 | 18 | 44 | -26 | 15 |
| 12 | Mariehamn | 22 | 17 | 43 | -26 | 14 |
| # | Đội | Tr | xG | xGC | +/- | Đ |
|---|---|---|---|---|---|---|
| 1 | Ilves | 22 | 4.2 | 1.7 | +2.5 | 25 |
| 2 | AC Oulu | 22 | 2.7 | 2.2 | +0.5 | 34 |
| 3 | HJK Helsinki | 22 | 2.0 | 1.6 | +0.4 | 37 |
| 4 | KuPS | 22 | 2.3 | 2.0 | +0.3 | 43 |
| 5 | SJK | 22 | 2.5 | 2.4 | +0.1 | 19 |
| 6 | Lahti | 22 | 2.4 | 2.5 | -0.1 | 32 |
| 7 | VPS | 22 | 2.0 | 2.3 | -0.3 | 33 |
| 8 | Mariehamn | 22 | 2.2 | 2.7 | -0.5 | 14 |
| 9 | Turku PS | 22 | 0.9 | 1.6 | -0.7 | 31 |
| 10 | FF Jaro | 22 | 2.4 | 4.6 | -2.2 | 15 |
| 11 | Inter Turku | 22 | — | — | — | 42 |
| 12 | Gnistan | 22 | — | — | — | 36 |
