{"id":"W4403217210","doi":"10.1097/aln.0000000000005225","title":"Science, Medicine, and the Anesthesiologist","year":2024,"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":[],"consensus_categories":[],"category_scores_codex":[0.003801685,0.0004514873,0.001071065,0.002483507,0.000966525,0.004651269,0.0006366664,0.002362333,0.0644313],"category_scores_gemma":[0.02050289,0.000302073,0.0006764115,0.002847946,0.00117123,0.002406011,0.001538905,0.002255249,0.007245145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672609,"about_ca_system_score_gemma":0.004861146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009182544,"about_ca_topic_score_gemma":0.00163194,"domain_scores_codex":[0.9969511,0.00132199,0.0003807984,0.000193077,0.0009720653,0.0001809973],"domain_scores_gemma":[0.9871286,0.004624461,0.002362938,0.0003306938,0.002915629,0.002637719],"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":[0.0009569283,0.000165416,0.004535353,0.007773609,0.0002139262,0.00009936449,0.0001835558,0.00005448122,0.0002027701,0.002753348,0.5918779,0.3911833],"study_design_scores_gemma":[0.0009360176,0.0004353947,0.01298145,0.009951852,0.0002221033,0.000413271,0.0005115876,0.0000331905,0.00007663542,0.002374689,0.9720379,0.00002591293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.004609763,0.6789964,0.0003241324,0.1985509,0.05559291,0.0002610613,0.0009144701,0.00003920569,0.06071119],"genre_scores_gemma":[0.06168002,0.6608174,0.001903764,0.1271597,0.111598,0.0009084042,0.001155719,0.00004811561,0.03472885],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0644313,"threshold_uncertainty_score":0.2155442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05329173376174434,"score_gpt":0.2733466413646889,"score_spread":0.2200549076029446,"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."}}