{"id":"W4412640333","doi":"10.1097/01.asm.0001125696.12152.f9","title":"2025 Anesthesiology Residency Match: Trends and Insights","year":2025,"lang":"en","type":"article","venue":"ASA Monitor","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Medical education; Medicine; Psychology; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009836449,0.0001376992,0.0005243539,0.0002276605,0.00006987626,0.00001647146,0.00005656078,0.0001518307,0.00008895111],"category_scores_gemma":[0.00009337287,0.0001016259,0.0001537087,0.0002760148,0.00008775683,0.00004184431,0.00003071691,0.0001334221,0.0000469445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003100186,"about_ca_system_score_gemma":0.00008739754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003984307,"about_ca_topic_score_gemma":0.000004388511,"domain_scores_codex":[0.9991636,0.00007073029,0.0002061165,0.0002449545,0.0001234457,0.0001911496],"domain_scores_gemma":[0.9991629,0.0003964724,0.0000286431,0.0002639049,0.00003952035,0.0001085786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004679683,0.000122909,0.8702194,0.0001262453,0.0002056681,0.001270478,0.0005401838,4.755728e-7,0.001341931,0.02349705,0.01097213,0.09123556],"study_design_scores_gemma":[0.0007232,0.0001114246,0.8447422,0.00005889119,0.0001142235,0.00007464115,0.0000984131,0.000005450723,0.0007724612,0.0006113533,0.1525944,0.00009331006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918293,0.003378424,0.000004043456,0.008131684,0.0002661829,0.0001093484,7.546912e-7,0.00007458448,0.069742],"genre_scores_gemma":[0.8941186,0.0002935538,0.0002646567,0.001142936,0.0001567149,0.00001854288,0.000007293667,0.00001067408,0.103987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416223,"threshold_uncertainty_score":0.4144184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127945689880234,"score_gpt":0.295571915605164,"score_spread":0.2827773466171407,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}