Audit Ramalan: GrIFK vs HJS Akatemia Ramalan, Odds & Tip Pertaruhan AI

Jun 12, 2026 - 15:30
2 1.25
2 1.35
xG Accuracy: 68%

The model missed the final outcome (Draw 2–2).

The model had projected HJS Akatemia at 37.5%, but the full-time result went the other way.

Pasaran yang dijejaki vs hasil sepenuh masa

Gred ramalan F

Setiap baris membandingkan model pra-perlawanan lean dengan keputusan sepenuh masa.

  • Pasaran Ramalan Hasilnya Hasil
  • Over / Under 2.5 Under 2.5 Over 2.5 (4 matlamat) ✖ tak betul
  • Kedua-dua Pasukan Menjaringkan Gol BTTS Tidak Ya ✖ tak betul
  • 1X2 HJS Akatemia Lukis ✖ tak betul
  • Cerapan skor tepat 1-1, 0-1, 1-0, 1-2, 2-1 2-2 ✖ tak betul

Post Match Insights

What worked

  • Expected goals projected a high-scoring match (ΣxG 2.60) — 4 goals materialised

What failed

  • Both Teams To Score: model leaned BTTS No; match finished BTTS Yes
  • Over / Under 2.5: model leaned Under 2.5; match finished Over 2.5 (4 goals)

Market lesson

The full-time result was Draw 2–2, which did not match the model's pre-match lean on 1X2.

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Garis Masa Ramalan

Cara ramalan ini beralih daripada ramalan kepada semakan sepenuh masa.

  1. Jun 12, 2026 · 15:29 UTC Forecast generated
    • xG · GrIFK 1.25 — HJS Akatemia 1.35
  2. Jun 12, 2026 · 15:30 UTC Kickoff
  3. FT Full-time result Draw · 2–2
  4. FT Prediction missed 1X2 lean did not match full-time result
  5. Archived Prediction review

Gambar Sejarah

Dibekukan pada sepak mula — keluaran model seperti sebelum perlawanan bermula.

Keputusan sejarah: Observe
Keputusan Sejarah No Primary Bet
Hasil Missed
Metrik pra-padanan (konteks sejarah)
Kebolehpercayaan Ramalan 57/100 · Moderate
  • Validation: Pending
Bukti ★★★★★
  • No strong statistical edge
  • Market has already priced much of the edge
  • Validation pending
Market Compatibility 100/100
Betting Confidence 59/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 23, 2026 · 21:23 UTC Snapshot ID: dp-1509572

Closing Odds Pending
AI Fair Odds —
CLV Pending
Final Result Draw · GrIFK 2–2 HJS Akatemia
Prediction ✖ Missed
Decision Grade F

Model Performance

This prediction contributes to:

  • Primary Bets ROI (180d): -100.0%

Semakan Soalan Lazim

Sejauh manakah ramalan itu tepat?
Halaman ini menilai pasaran berarah (1X2, Lebih/Bawah 2.5, BTTS) berbanding keputusan sepenuh masa. Gred ramalan menggambarkan bilangan pasaran yang dijejaki itu sepadan dengan realiti.
Apakah ukuran Ketepatan xG?
Ketepatan xG membandingkan profil matlamat jangkaan pra-perlawanan model dengan garis skor sebenar — bukan sama ada setiap pasaran mencecah. Semakan arah yang kukuh boleh wujud bersama dengan skor ketepatan xG yang sederhana.
Mengapakah skor tepat tidak diramalkan?
Hasil skor betul ialah ekor berkemungkinan rendah walaupun model membaca profil padanan dengan baik. Kami menyerlahkan tong skor tertinggi untuk konteks; kehilangan baris tepat tidak membatalkan semakan arah.
Adakah ini meningkatkan rekod AI?
Setiap perlawanan selesai dilog masuk dalam saluran paip pengesahan kami. Kadar hit teragregat dan kajian CLV diterbitkan secara berasingan — halaman ini ialah jejak audit setiap perlawanan.

Ramalan adalah untuk tujuan maklumat sahaja. Sentiasa berjudi dengan penuh tanggungjawab dan dalam had anda. Prestasi masa lalu tidak menjamin hasil masa depan.

Taklimat AI untuk perlawanan ini belum tersedia. Selepas naik taraf pelayan, jalankan semula “Batch generate odds” untuk menjana ringkasan.

View technical JSON
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          "outcome": "home"
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        {
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          "market_prob": 24.47,
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          "outcome": "draw"
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        {
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          "label": "HJS Akatemia",
          "market_prob": 42.72,
          "market_type": "1x2",
          "outcome": "away"
        },
        {
          "edge_pp": -13.75,
          "fair_prob": 48.2,
          "label": "Over 2.5",
          "market_prob": 61.95,
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          "outcome": "over"
        },
        {
          "edge_pp": 13.75,
          "fair_prob": 51.8,
          "label": "Under 2.5",
          "market_prob": 38.05,
          "market_type": "ou25",
          "outcome": "under"
        },
        {
          "edge_pp": -8.97,
          "fair_prob": 54.5,
          "label": "BTTS Yes",
          "market_prob": 63.47,
          "market_type": "btts",
          "outcome": "yes"
        },
        {
          "edge_pp": 8.97,
          "fair_prob": 45.5,
          "label": "BTTS No",
          "market_prob": 36.53,
          "market_type": "btts",
          "outcome": "no"
        }
      ],
      "edge_snapshot": {
        "edge_label": "mild_disagreement",
        "edge_pp": -5.18,
        "fair_prob_pct": 37.54,
        "hero_side": "away",
        "hero_team_name": "HJS Akatemia",
        "market_prob_pct": 42.72,
        "status": "market_ahead",
        "steam_team_name": "GrIFK"
      },
      "fair_source": "poisson_pipeline",
      "fair_vs_market": {
        "comparison_available": true,
        "comparison_disabled": false,
        "degraded_note": "",
        "divergence_guard": {
          "divergence_level": "moderate",
          "edge_status": "market_ahead",
          "max_gap_pp": 5.18,
          "suppress_hero": false,
          "suppress_value_language": false
        },
        "divergence_label": "Moderate model-market divergence",
        "divergence_level": "moderate",
        "divergence_level_label": "Moderate divergence",
        "divergence_note": "Fair estimate and market pricing differ modestly. Monitor before kickoff.",
        "divergence_tier": "moderate",
        "edge_label": "Mild disagreement",
        "edge_label_key": "mild_disagreement",
        "fair_confidence": "medium",
        "fair_confidence_label": "Medium",
        "fair_source_note": "Fair probability from Poisson/xG statistical model. Not bookmaker odds. Not betting advice.",
        "forecast_assessment": {
          "favourite_class": "Balanced match",
          "favourite_label": "HJS Akatemia",
          "forecast_certainty_tier": "low",
          "headline": "Balanced match",
          "market_agreement_label": "Strong",
          "market_prob_pct": 42.7,
          "model_prob_pct": 37.5,
          "outcome_separation_tier": "low",
          "paragraphs": [],
          "reliability_headline": "Reliable forecast",
          "reliability_icon": "\u2713",
          "reliability_tier": "reliable",
          "summary": "Both lean HJS Akatemia, but the market prices them higher (42.7% vs model 37.5%). The edge remains modest and the match stays relatively open.",
          "tier": "balanced",
          "title": "Forecast Assessment",
          "validation_label": "Pass"
        },
        "forecast_certainty": {
          "note": "Three outcomes remain closely bunched \u2014 treat as a relatively open match.",
          "tier": "low",
          "tier_label": "Low"
        },
        "forecast_certainty_label": "Low",
        "has_market_probs": true,
        "hero_edge_pp": -5.18,
        "hero_label": "HJS Akatemia",
        "hero_side": "away",
        "market_activity": "No meaningful directional movement yet.",
        "market_agreement": "strong",
        "market_agreement_label": "Strong",
        "market_interpretation": {
          "bullets": [
            "Monitor line movement before kickoff \u2014 not a betting recommendation."
          ],
          "follow_up": "",
          "gap_tier": "mild",
          "lead": "The market and model broadly agree on HJS Akatemia. The remaining divergence may reflect differences in team-strength assumptions rather than a directional disagreement.",
          "note": "The market shows a modest preference for HJS Akatemia relative to the current fair estimate.",
          "paragraphs": [
            "The market and model broadly agree on HJS Akatemia. The remaining divergence may reflect differences in team-strength assumptions rather than a directional disagreement."
          ],
          "quiet_market": true,
          "title": "Market Assessment"
        },
        "market_narrative": {
          "paragraphs": [
            "The market still prices HJS Akatemia above the current fair estimate.",
            "Pricing has been stable with broad sportsbook participation, suggesting settled consensus."
          ],
          "title": "Current Market Narrative"
        },
        "max_gap_pp": 5.18,
        "model_validation": {
          "score_label_key": "mi_mv_pass",
          "status": "pass"
        },
        "model_validation_label": "Pass",
        "outcome_separation": {
          "breakdown": [
            "No outcome exceeds 50% on the 1X2 grid.",
            "Favourite exceeds second outcome by 4.7 pp (at 37.5%)."
          ],
          "lead_gap_pp": 4.7,
          "max_prob_pct": 37.5,
          "note": "How spread out the model 1X2 probabilities are \u2014 crowded splits mean no single outcome dominates. Not accuracy vs the market.",
          "tier": "low",
          "tier_label": "Low"
        },
        "outcome_separation_label": "Low",
        "rows": [
          {
            "edge_pp": 0.04,
            "fair_prob_pct": 32.85,
            "is_hero": false,
            "label": "GrIFK",
            "market_prob_pct": 32.81,
            "side": "home"
          },
          {
            "edge_pp": 5.14,
            "fair_prob_pct": 29.61,
            "is_hero": false,
            "label": "Draw",
            "market_prob_pct": 24.47,
            "side": "draw"
          },
          {
            "edge_pp": -5.18,
            "fair_prob_pct": 37.54,
            "is_hero": true,
            "label": "HJS Akatemia",
            "market_prob_pct": 42.72,
            "side": "away"
          }
        ],
        "status": "market_ahead",
        "status_label": "Market Ahead",
        "steam_note": "The market shows a modest preference for HJS Akatemia relative to the current fair estimate.",
        "unavailable_note": ""
      },
      "interpretation": {
        "has_conflict": true,
        "paragraphs": [
          "The betting market strongly prefers HJS Akatemia (42.7%).",
          "This creates a conflict: Model \u2192 HJS Akatemia, Market \u2192 HJS Akatemia, Recent sharp money \u2192 recent line movement.",
          "Because signals disagree, confidence remains limited."
        ],
        "show": true,
        "title": "OddsGPT Interpretation"
      },
      "lifecycle": {
        "closing_implied_pct": 47.17,
        "closing_odds": 2.12,
        "clv_pending": true,
        "clv_pp": 0.0,
        "clv_status": "pending",
        "context": "match",
        "current_stage": "waiting_for_kickoff",
        "current_stage_detail": "",
        "current_stage_label": "Waiting for kickoff",
        "entry_implied_pct": 47.17,
        "entry_odds": 2.12,
        "model_validation_label": "Pass",
        "model_validation_status": "pass",
        "stages": [
          {
            "detail": "",
            "id": "forecast_generated",
            "label": "Forecast Generated",
            "status": "done"
          },
          {
            "detail": "",
            "id": "market_detected",
            "label": "Market Compared",
            "status": "active"
          },
          {
            "detail": "",
            "id": "model_validated",
            "label": "Validation Passed",
            "status": "done"
          },
          {
            "detail": "PRE1",
            "id": "closing_recorded",
            "label": "Closing Recorded",
            "status": "done"
          },
          {
            "detail": "",
            "id": "clv_evaluated",
            "label": "CLV Evaluated",
            "status": "pending"
          }
        ]
      },
      "market_move_intelligence": {
        "show": false
      },
      "market_overview": {
        "breadth_display": "9/12",
        "current_odds": 2.75,
        "move_display": "+0.0%",
        "open_odds": 2.75,
        "pick_team": "GrIFK",
        "steam_score": 22,
        "steam_team_name": "GrIFK",
        "steam_tier": "C"
      },
      "premium_teaser": {
        "current_divergence_pp": 5.2,
        "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_team_id": 9209,
      "away_team_logo": "/static/teams/9209.webp",
      "away_team_name": "HJS Akatemia",
      "country_code": "FI",
      "country_flag": "/static/images/country/fi.svg",
      "country_name": "Finland",
      "fixture_id": 1541506,
      "goals_away": null,
      "goals_home": null,
      "home_expected_goals": null,
      "home_team_country": "Finland",
      "home_team_id": 2079,
      "home_team_logo": "/static/teams/2079.webp",
      "home_team_name": "GrIFK",
      "league_country": "Finland",
      "league_id": 248,
      "league_logo": "/static/leagues/248.webp",
      "league_name": "Kakkonen - Lohko B",
      "league_season": 2026,
      "match_date": "2026-06-12 15:30:00",
      "score_fulltime_away": null,
      "score_fulltime_home": null,
      "status_long": "Not Started",
      "status_short": "NS",
      "venue_city": "Kauniainen",
      "venue_name": null
    },
    "match_decision": {
      "confidence": {
        "breakdown": [
          "pred_conf_md_max_1x2_under_50",
          "pred_conf_md_top_two_close",
          "pred_conf_md_line_above_ev"
        ],
        "breakdown_resolved": [
          "Max 1X2 prob under 50% (open contest) (\u22121.0)",
          "Top two outcomes relatively close in probability (\u22120.5)",
          "At least one tracked line above +EV threshold (+0.5)"
        ],
        "score": 6.0
      },
      "markets": {
        "1x2": {
          "1x2_ev_mode": "market_first_p15",
          "away": {
            "alpha": 0.4152,
            "best_odd": 2.12,
            "calibration": {
              "active": false,
              "hook": "CALIBRATE_1X2_P_FINAL"
            },
            "edge": -0.0214,
            "ev": -0.1398,
            "implied_prob": 0.4272,
            "model_prob": 0.3757,
            "p_final": 0.4058
          },
          "draw": {
            "alpha": 0.2771,
            "best_odd": 3.7,
            "calibration": {
              "active": false,
              "hook": "CALIBRATE_1X2_P_FINAL"
            },
            "edge": 0.0141,
            "ev": -0.0423,
            "implied_prob": 0.2447,
            "model_prob": 0.2956,
            "p_final": 0.2588
          },
          "ev_available": true,
          "home": {
            "alpha": 0.4496,
            "best_odd": 2.76,
            "calibration": {
              "active": false,
              "hook": "CALIBRATE_1X2_P_FINAL"
            },
            "edge": 0.0003,
            "ev": -0.0937,
            "implied_prob": 0.3281,
            "model_prob": 0.3287,
            "p_final": 0.3284
          }
        },
        "btts": {
          "best_no_odd": 2.59,
          "best_yes_odd": 1.5,
          "edge_no": 0.0897,
          "edge_yes": -0.0897,
          "ev_available": true,
          "ev_no": 0.1784,
          "ev_yes": -0.1825,
          "implied_no": 0.3653,
          "implied_yes": 0.6347,
          "n_bookmakers": 6,
          "reliability": "medium"
        },
        "ou25": {
          "best_over_odd": 1.53,
          "best_under_odd": 2.55,
          "edge_over": -0.1375,
          "edge_under": 0.1375,
          "ev_available": true,
          "ev_over": -0.2625,
          "ev_under": 0.3209,
          "implied_over": 0.6195,
          "implied_under": 0.3805,
          "n_bookmakers": 7,
          "reliability": "medium"
        }
      },
      "match_tier": "value_game",
      "min_ev": 0.02,
      "total_xg": 2.6,
      "variance_flag": false
    },
    "unified_decision": {
      "actionable_ev_threshold": 0.02,
      "algorithm": {
        "enabled_since": "2026-05-26",
        "game_typing_module": true,
        "version": "2.2.0"
      },
      "balanced_alternative": null,
      "best_tracked_ev": 0.3209,
      "confidence": 6.5,
      "decision_confidence_v1": {
        "breakdown": [
          "pred_conf_v1_primary_line",
          "pred_conf_v1_primary_ev_above_10",
          "pred_conf_v1_max_1x2_under_50",
          "pred_conf_v1_multi_ev_lines"
        ],
        "breakdown_resolved": [
          "Primary line identified (+1.0)",
          "Primary EV above 10% (+1.0)",
          "Max 1X2 prob under 50% (no dominant 1X2) (\u22121.0)",
          "Two or more valid +EV lines at threshold (+0.5)"
        ],
        "score": 6.5
      },
      "execution": {
        "1x2_dominant": false,
        "1x2_open_contest": true,
        "grade": "A",
        "stake_factor": 1.0
      },
      "favourite_misaligned_1x2": {
        "active": false,
        "gap": null,
        "side": null
      },
      "game_type": {
        "label_zh": "\u5747\u8861\uff08\u5f00\u653e\u8d5b\u679c\uff09",
        "scoring_type": "balanced",
        "signals": {
          "btts_yes_prob": 0.545,
          "draw_prob": 0.2956,
          "max_1x2_prob": 0.3757,
          "over_prob": 0.482,
          "total_xg": 2.6,
          "under_prob": 0.518,
          "xg_diff": 0.1
        },
        "type": "balanced",
        "typing_weights_enabled": true
      },
      "hero_display_pick": null,
      "longshot_picks": [],
      "markets": {
        "1x2": {
          "decision": "no_bet",
          "edge": -0.0214,
          "ev": -0.1398,
          "implied_prob": 0.4272,
          "max_ev_side": "draw",
          "model_prob": 0.3757,
          "side": "away",
          "side_label": "HJS Akatemia"
        },
        "btts": {
          "decision": "value_bet",
          "edge": 0.0897,
          "ev": 0.1784,
          "implied_prob": 0.3653,
          "model_prob": 0.455,
          "side": "no",
          "value_side": "no"
        },
        "ou_2_5": {
          "decision": "value_bet",
          "edge": 0.1375,
          "ev": 0.3209,
          "implied_prob": 0.3805,
          "model_prob": 0.518,
          "side": "under",
          "value_side": "under"
        }
      },
      "match_id": 1541506,
      "match_regime": {
        "action": "bet",
        "actionable": true,
        "clear_edge": true,
        "code": "clear_edge",
        "execution_line_key": null,
        "insight_line_key": null,
        "max_valid_ev": 0.3209,
        "min_ev": 0.02,
        "stake_mult": 1.0,
        "use_split_strip": false
      },
      "match_tier": "value_game",
      "no_clear_primary": false,
      "probabilities": {
        "away": 0.3757,
        "draw": 0.2956,
        "home": 0.3287
      },
      "reason_codes": [
        "no_ev_1x2"
      ],
      "secondary_pick": {
        "decision": "value_bet",
        "ev": 0.1784,
        "implied_prob": 0.3653,
        "market": "btts",
        "model_prob": 0.455,
        "not_dominant": true,
        "risk_band": "medium",
        "risk_tier": "secondary",
        "side": "no",
        "slot": "secondary"
      },
      "secondary_picks": [
        {
          "decision": "value_bet",
          "ev": 0.1784,
          "implied_prob": 0.3653,
          "market": "btts",
          "model_prob": 0.455,
          "not_dominant": true,
          "risk_band": "medium",
          "risk_tier": "secondary",
          "side": "no",
          "slot": "secondary"
        }
      ],
      "suppressed_primary": null,
      "teams": {
        "away": "HJS Akatemia",
        "home": "GrIFK"
      },
      "top_pick": {
        "composite_score": 0.116358,
        "decision": "value_bet",
        "ev": 0.3209,
        "implied_prob": 0.3805,
        "market": "ou_2_5",
        "model_prob": 0.518,
        "not_dominant": false,
        "primary_strength": "clear",
        "risk_band": "strong",
        "risk_tier": "primary",
        "side": "under",
        "slot": "primary",
        "speculative_primary": false
      },
      "valid_markets_count": 2
    }
  },
  "fixture_id": 1541506,
  "generated_at_utc": "2026-06-12T15:29:24.642925+00:00",
  "lang_id": "en"
}

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Kakkonen - Lohko B Kakkonen - Lohko B — Kedudukan
# PASUKAN P M S K Mata
1 Honka 18 13 4 1 43
2 ÅIFK 18 12 3 3 39
3 EPS 18 10 2 6 32
4 HJS Akatemia 18 9 4 5 31
5 Ilves II 18 8 6 4 30
6 P-Iirot 18 8 3 7 27
7 GrIFK 18 7 3 8 24
8 EBK 18 4 3 11 15
9 Musa 18 3 3 12 12
10 NJS 18 0 1 17 1
# PASUKAN P J B +/- Mata
1 Honka 18 56 17 +39 43
2 Ilves II 18 51 30 +21 30
3 EPS 18 39 26 +13 32
4 ÅIFK 18 38 18 +20 39
5 HJS Akatemia 18 30 24 +6 31
6 P-Iirot 18 30 25 +5 27
7 EBK 18 27 43 -16 15
8 GrIFK 18 23 31 -8 24
9 Musa 18 19 55 -36 12
10 NJS 18 10 54 -44 1