{"id":"W4379513451","doi":"10.1097/aln.0000000000004614","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":[0.001847269,0.0005390735,0.0007924572,0.002684392,0.001660116,0.00476502,0.00059865,0.002135898,0.06985801],"category_scores_gemma":[0.009860368,0.0002331783,0.0004912553,0.003484045,0.001408064,0.002401302,0.001849738,0.002441759,0.006349463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399872,"about_ca_system_score_gemma":0.004565615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002973785,"about_ca_topic_score_gemma":0.007730745,"domain_scores_codex":[0.9984081,0.0006811171,0.0001739517,0.0001429384,0.0004895033,0.0001042651],"domain_scores_gemma":[0.9938138,0.003172234,0.000576121,0.0001994156,0.001205426,0.001033013],"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":[0.000140682,0.00008051968,0.001524762,0.006633468,0.00007883467,0.0001309735,0.000603052,0.00005376079,0.0001535143,0.007826223,0.6281349,0.3546392],"study_design_scores_gemma":[0.00004548832,0.00006207556,0.003820382,0.005145539,0.00004357414,0.0001243204,0.0006076375,0.000008631717,0.00003796912,0.00331518,0.9867811,0.000008058107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0009202735,0.7505488,0.0001457733,0.1174488,0.08756101,0.0000612003,0.0002292326,0.00001981089,0.04306508],"genre_scores_gemma":[0.01972006,0.7625971,0.0005173523,0.06640034,0.1034121,0.0002166976,0.0003372628,0.00002691369,0.04677215],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9983399,"threshold_uncertainty_score":0.2336984,"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."}}