{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006079092,0.0009889591,0.000974931,0.002433411,0.007262664,0.009455694,0.002579157,0.02328796,0.02587323],"category_scores_gemma":[0.01576582,0.0006108973,0.0011117,0.002728546,0.006300983,0.0236322,0.007739258,0.02938425,0.005085841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006474176,"about_ca_system_score_gemma":0.01757614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130507,"about_ca_topic_score_gemma":0.02376434,"domain_scores_codex":[0.9955069,0.001323651,0.0003253034,0.0005188141,0.001205964,0.001119425],"domain_scores_gemma":[0.9876975,0.0048685,0.000714269,0.0002153007,0.002061812,0.004442594],"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":[0.00001725695,0.00003436814,0.0006361704,0.0004416531,0.0000118526,0.0004082418,0.00162014,0.00004845137,0.00006638844,0.01923882,0.9281259,0.0493507],"study_design_scores_gemma":[0.00001695208,0.00004477814,0.002698759,0.00225743,0.00001029259,0.001012873,0.009498238,0.00008217429,0.00005044659,0.01543023,0.9688587,0.00003920475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004350364,0.02514929,0.00007458184,0.9517756,0.01943499,0.000003983618,0.00004936686,0.00001627476,0.003060973],"genre_scores_gemma":[0.01923053,0.07351832,0.0003205893,0.8521516,0.04687452,0.00004168585,0.0001131767,0.00007422043,0.00767541],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02587323,"threshold_uncertainty_score":0.08655453,"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."}}