{"id":"W4400983071","doi":"10.1097/01.asm.0001027500.77656.87","title":"Record Number of Anesthesiology Positions Filled in 2024 Match Year","year":2024,"lang":"en","type":"article","venue":"ASA Monitor","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001268335,0.00008982282,0.0004120522,0.00009259773,0.000012319,0.000008770596,0.00004074219,0.0001101889,0.001144963],"category_scores_gemma":[0.00004595609,0.00006994115,0.0002210011,0.0002335677,0.00004398009,0.00003185535,0.00001309304,0.0001491832,0.0006170967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003177816,"about_ca_system_score_gemma":0.00004256376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001289441,"about_ca_topic_score_gemma":0.00000384854,"domain_scores_codex":[0.9992906,0.00005166965,0.0002229126,0.0001632994,0.0001191967,0.0001523443],"domain_scores_gemma":[0.9993622,0.0003633669,0.00001694534,0.0001654749,0.0000269467,0.0000650933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002436093,0.0001530591,0.9705635,0.0002181423,0.0001345325,0.002017363,0.0003171054,0.000001315825,0.001454341,0.005559165,0.00880438,0.0105335],"study_design_scores_gemma":[0.0008487151,0.0001945199,0.7919436,0.0003551305,0.0001522646,0.0005611139,0.0003192846,0.00005384176,0.0009595108,0.0003583627,0.204072,0.0001816966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689993,0.0003360459,0.000003580016,0.002043636,0.0004463993,0.0001565973,0.000006161901,0.00004743126,0.0279608],"genre_scores_gemma":[0.9790077,0.0001247471,0.0007138443,0.0001471759,0.0002508491,0.00002365122,0.00001326025,0.00001928919,0.01969955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952676,"threshold_uncertainty_score":0.9997681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198480253035934,"score_gpt":0.3055365709379022,"score_spread":0.2935517684075428,"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."}}