{"id":"W4385658507","doi":"10.1097/aln.0000000000004693","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":1,"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001240317,0.00007135765,0.0001585839,0.0002406193,0.0009220711,0.00001767113,0.0002324653,0.00003069561,0.0008224717],"category_scores_gemma":[0.0005351271,0.00003438795,0.00001795158,0.0002774707,0.01659779,0.0000736654,0.00003590343,0.0001017466,0.0002871398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006274563,"about_ca_system_score_gemma":0.00005350762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001073038,"about_ca_topic_score_gemma":0.00002790965,"domain_scores_codex":[0.9992678,0.00008210084,0.0001644183,0.0001684885,0.0001126446,0.0002045096],"domain_scores_gemma":[0.9991409,0.0005231036,0.00004732272,0.0001760756,0.00007010764,0.00004250988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001594068,0.000003641407,0.0002944119,0.000003313161,0.000002091726,0.000008695107,0.008649292,2.201294e-7,0.00002028858,0.9525387,0.03705456,0.001408826],"study_design_scores_gemma":[0.0003289725,0.0001474716,0.006703805,0.000006104903,0.000006759553,0.00002040422,0.002486604,0.00005438438,0.000002339219,0.03781459,0.952372,0.00005657671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8587185,0.0002691767,0.000001098553,0.01279452,0.0004548151,0.0001332242,9.20108e-7,0.000161359,0.1274664],"genre_scores_gemma":[0.9837275,0.00008853919,0.000005121845,0.007016581,0.0004353902,0.0000237136,0.000008218613,0.000005348456,0.00868957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9153174,"threshold_uncertainty_score":0.9860784,"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."}}