{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001983674,0.0002450274,0.0002658493,0.00401129,0.0004595497,0.001490637,0.0007477276,0.0006025892,0.0055578],"category_scores_gemma":[0.006833831,0.0002028597,0.0004271971,0.007375633,0.0002769706,0.001729326,0.001088445,0.0009894246,0.001624152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190208,"about_ca_system_score_gemma":0.002314385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02428424,"about_ca_topic_score_gemma":0.0403237,"domain_scores_codex":[0.99822,0.0001827451,0.0002723255,0.0003634397,0.0006136617,0.0003477626],"domain_scores_gemma":[0.9929423,0.000771378,0.002903693,0.0001314623,0.002071858,0.001179223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001602792,0.0001287172,0.8152295,0.0005493963,0.00007776525,0.0001589185,0.0008013838,0.0003891026,0.0003092236,0.00312018,0.06372117,0.1153544],"study_design_scores_gemma":[0.000006170532,0.0000866204,0.9550617,0.0003118996,0.00001644661,0.000324217,0.001602812,0.0008225172,0.0002385409,0.0003406439,0.04117045,0.00001799428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490739,0.03709144,0.00203783,0.02712858,0.001138837,0.0001116778,0.04782645,0.0002810747,0.0353102],"genre_scores_gemma":[0.9319586,0.02338216,0.001467074,0.004629612,0.0009888121,0.0001148944,0.0326548,0.0001150773,0.004688975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02428424,"threshold_uncertainty_score":0.04828578,"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."}}