{"id":"W4375948374","doi":"10.1097/aln.0000000000004586","title":"Science, Medicine, and the Anesthesiologist","year":2023,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesiology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003869408,0.0008666964,0.001478223,0.006495558,0.002115894,0.009179635,0.001246678,0.005266707,0.09881957],"category_scores_gemma":[0.02741545,0.0004199909,0.0007010334,0.008623294,0.002131914,0.004502571,0.003096271,0.005126836,0.0203573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003620741,"about_ca_system_score_gemma":0.009867758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003314771,"about_ca_topic_score_gemma":0.006849851,"domain_scores_codex":[0.9960241,0.001137374,0.0005503932,0.0003458346,0.001623341,0.0003189228],"domain_scores_gemma":[0.9796193,0.008386426,0.001886581,0.0006017907,0.006070143,0.003435905],"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":[0.00004016274,0.0000331826,0.0007429085,0.004531602,0.00004590716,0.0001207452,0.0003165992,0.00003011607,0.00009098056,0.003964427,0.8328736,0.1572099],"study_design_scores_gemma":[0.00001556906,0.00001752489,0.001351838,0.005764155,0.00002581853,0.0001535769,0.0003860015,0.00000578005,0.00001714978,0.002312074,0.9899419,0.00000861473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0004134234,0.6464546,0.0001701948,0.1725291,0.1296309,0.00007342116,0.0003581275,0.0000363836,0.05033381],"genre_scores_gemma":[0.007792845,0.6857535,0.0005444365,0.08868591,0.1832792,0.0001341286,0.0005277705,0.00004415194,0.03323803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9978841,"threshold_uncertainty_score":0.3305844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07730240078163705,"score_gpt":0.277821153293973,"score_spread":0.2005187525123359,"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."}}