{"id":"W4221130383","doi":"10.1097/aln.0000000000004180","title":"Science, Medicine, and the Anesthesiologist","year":2022,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","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":[0.00367763,0.0008969205,0.00164538,0.004943717,0.001697649,0.008648965,0.001182552,0.005802073,0.07250336],"category_scores_gemma":[0.02663917,0.0004999957,0.0008967218,0.006638336,0.001969286,0.004089675,0.002582974,0.006209114,0.01340389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003218202,"about_ca_system_score_gemma":0.007042964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003191177,"about_ca_topic_score_gemma":0.00511461,"domain_scores_codex":[0.9969603,0.001043887,0.0004722356,0.0003141926,0.0009498334,0.0002595242],"domain_scores_gemma":[0.979077,0.0105049,0.00188851,0.0006010857,0.00543608,0.00249237],"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":[0.00009788833,0.00004776082,0.0006837961,0.00584814,0.00008360338,0.00007590558,0.0001927369,0.00004025271,0.00008544261,0.003863822,0.8375223,0.1514584],"study_design_scores_gemma":[0.00006387621,0.00003737201,0.002475549,0.009648232,0.00008315694,0.0001587483,0.0003445116,0.00001439699,0.00002672281,0.003589544,0.9835442,0.00001375012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0003397314,0.7024963,0.0001419,0.1460781,0.1284376,0.00004986834,0.0002786478,0.00002084108,0.02215706],"genre_scores_gemma":[0.005813507,0.6666462,0.0003394337,0.07395304,0.2376794,0.0001101741,0.0003745561,0.00002667924,0.01505694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07250336,"threshold_uncertainty_score":0.2425479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180142290971343,"score_gpt":0.2859818476249988,"score_spread":0.2679676185278645,"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."}}