[{"player1":"Diane Parry","player2":"Lois Boisson","surface":"Hard","tour":"WTA","prob_player1":0.0264,"prob_player2":0.9736,"ci_std":0.0112,"predicted_winner":"Lois Boisson","confidence":0.9736,"odds1":2,"odds2":1.85,"implied_prob_player1":0.5,"implied_prob_player2":0.5405,"fair_prob_player1":0.4805,"fair_prob_player2":0.5195,"edge_player1":-45.41,"edge_player2":45.41,"value_tier":"exceptional","value_bet":true,"value_player":"Lois Boisson","value_edge_pct":45.41,"kelly_stake_pct":5,"quality_flags":null,"flag":null,"ai_verdict":"skip","ai_rationale":"Model probability (97.4% vs 2.6%) is an extreme outlier that contradicts fair odds; likely data artifact."},{"player1":"Diana Shnaider","player2":"Maja Chwalinska","surface":"Hard","tour":"WTA","prob_player1":0.8366,"prob_player2":0.1634,"ci_std":0.0345,"predicted_winner":"Diana Shnaider","confidence":0.8366,"odds1":1.27,"odds2":3.8,"implied_prob_player1":0.7874,"implied_prob_player2":0.2632,"fair_prob_player1":0.7495,"fair_prob_player2":0.2505,"edge_player1":8.71,"edge_player2":-8.71,"value_tier":"solid","value_bet":true,"value_player":"Diana Shnaider","value_edge_pct":8.71,"kelly_stake_pct":5,"quality_flags":null,"flag":null,"ai_verdict":"bet","ai_rationale":"Shnaider favoured by model and market; solid +8.7% edge with no flags; odds support the directional pick."},{"player1":"Emma Navarro","player2":"Jessica Pegula","surface":"Hard","tour":"WTA","prob_player1":0.1148,"prob_player2":0.8852,"ci_std":0.0391,"predicted_winner":"Jessica Pegula","confidence":0.8852,"odds1":4.5,"odds2":1.21,"implied_prob_player1":0.2222,"implied_prob_player2":0.8264,"fair_prob_player1":0.2119,"fair_prob_player2":0.7881,"edge_player1":-9.71,"edge_player2":9.71,"value_tier":"solid","value_bet":true,"value_player":"Jessica Pegula","value_edge_pct":9.71,"kelly_stake_pct":5,"quality_flags":null,"flag":null,"ai_verdict":"skip","ai_rationale":"Model gives Navarro only 11.5% despite 4.5 odds implying 22%; large negative edge on favoured side suggests model undervalues Navarro significantly."},{"player1":"Iga Swiatek","player2":"Maria Sakkari","surface":"Hard","tour":"WTA","prob_player1":0.7924,"prob_player2":0.2076,"ci_std":0.0308,"predicted_winner":"Iga Swiatek","confidence":0.7924,"odds1":1.12,"odds2":6.5,"implied_prob_player1":0.8929,"implied_prob_player2":0.1538,"fair_prob_player1":0.853,"fair_prob_player2":0.147,"edge_player1":-6.06,"edge_player2":6.06,"value_tier":"solid","value_bet":true,"value_player":"Maria Sakkari","value_edge_pct":6.06,"kelly_stake_pct":1.59,"quality_flags":null,"flag":null,"ai_verdict":"skip","ai_rationale":"Model underestimates Swiatek; negative edge on favourite despite solid tier suggests model miscalibration."},{"player1":"Linda Noskova","player2":"Clara Tauson","surface":"Hard","tour":"WTA","prob_player1":0.6067,"prob_player2":0.3933,"ci_std":0.0261,"predicted_winner":"Linda Noskova","confidence":0.6067,"odds1":1.4,"odds2":3,"implied_prob_player1":0.7143,"implied_prob_player2":0.3333,"fair_prob_player1":0.6818,"fair_prob_player2":0.3182,"edge_player1":-7.51,"edge_player2":7.51,"value_tier":"solid","value_bet":true,"value_player":"Clara Tauson","value_edge_pct":7.51,"kelly_stake_pct":2.25,"quality_flags":null,"flag":null,"ai_verdict":"skip","ai_rationale":"Model underestimates Noskova; negative edge on favourite contradicts solid tier signal."},{"player1":"Magdalena Frech","player2":"Elena Rybakina","surface":"Hard","tour":"WTA","prob_player1":0.1021,"prob_player2":0.8979,"ci_std":0.0373,"predicted_winner":"Elena Rybakina","confidence":0.8979,"odds1":5.9,"odds2":1.14,"implied_prob_player1":0.1695,"implied_prob_player2":0.8772,"fair_prob_player1":0.1619,"fair_prob_player2":0.8381,"edge_player1":-5.98,"edge_player2":5.98,"value_tier":"solid","value_bet":true,"value_player":"Elena Rybakina","value_edge_pct":5.98,"kelly_stake_pct":4.22,"quality_flags":null,"flag":null,"ai_verdict":"skip","ai_rationale":"Model assigns Frech only 10.2% despite 5.9 odds; edge favours Rybakina but directional disagreement suggests model miscalibration."},{"player1":"Sorana Cirstea","player2":"Anna Kalinskaya","surface":"Hard","tour":"WTA","prob_player1":0.5828,"prob_player2":0.4172,"ci_std":0.0234,"predicted_winner":"Sorana Cirstea","confidence":0.5828,"odds1":1.82,"odds2":2,"implied_prob_player1":0.5495,"implied_prob_player2":0.5,"fair_prob_player1":0.5236,"fair_prob_player2":0.4764,"edge_player1":5.92,"edge_player2":-5.92,"value_tier":"solid","value_bet":true,"value_player":"Sorana Cirstea","value_edge_pct":5.92,"kelly_stake_pct":1.85,"quality_flags":null,"flag":null,"ai_verdict":"bet","ai_rationale":"Solid tier, +5.9% edge on favourite, clean data, no flags, market undervaluing Cirstea."}]