{"id":"W4315929323","doi":"10.1213/ane.0000000000006189","title":"The Anesthesia Workforce Crisis Revisited","year":2023,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Global Health and Surgery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Workforce; Anesthesia; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001363019,0.000890499,0.001521009,0.000420309,0.0007283321,0.0002086924,0.0006812944,0.001628184,0.0001222584],"category_scores_gemma":[0.0001799602,0.0006144493,0.0009164248,0.001606468,0.0002343661,0.00008857732,0.00003954241,0.002792633,0.00290099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440378,"about_ca_system_score_gemma":0.0005862982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002604202,"about_ca_topic_score_gemma":0.000007215833,"domain_scores_codex":[0.9937653,0.0004574592,0.001174637,0.001052403,0.00144264,0.002107578],"domain_scores_gemma":[0.9955688,0.001020734,0.0004999954,0.002013997,0.0003824364,0.0005141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001606195,0.00002317646,0.002094755,0.0004376255,0.0001217124,0.04197035,0.00003774387,5.330264e-7,8.053219e-7,0.0002571997,0.9519598,0.002935624],"study_design_scores_gemma":[0.000332252,0.0001817847,0.01147039,0.0006698199,0.0004489286,0.007644097,0.00009500366,0.00003426002,0.000004876626,0.0003659957,0.9781826,0.0005699946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003641907,0.006065804,0.000008087272,0.9869266,0.0001574639,0.001010958,0.00000405332,0.0006834057,0.001501781],"genre_scores_gemma":[0.001819023,0.004667662,0.00008596692,0.9579965,0.005169054,0.0001596016,0.000788092,0.0003133143,0.02900081],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03432625,"threshold_uncertainty_score":0.9996679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02519532592168606,"score_gpt":0.2887373211788521,"score_spread":0.2635419952571661,"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."}}