{"id":"W4225984356","doi":"10.1097/aln.0000000000004213","title":"Science, Medicine, and the Anesthesiologist","year":2022,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesiology; Intensive care medicine; 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":[0.003576,0.0006877456,0.001099262,0.005082443,0.00144896,0.007342826,0.0009678975,0.00457818,0.05347465],"category_scores_gemma":[0.02401097,0.0003507819,0.0005052536,0.005670857,0.001896104,0.003383347,0.002089003,0.003758108,0.007490983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003179975,"about_ca_system_score_gemma":0.007318783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002722554,"about_ca_topic_score_gemma":0.005419641,"domain_scores_codex":[0.9968722,0.001137304,0.000470018,0.0002971445,0.0009727961,0.0002505237],"domain_scores_gemma":[0.9820223,0.007311527,0.002128878,0.0004718984,0.004947024,0.003118451],"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":[0.00009419218,0.00006577505,0.002508943,0.004357757,0.00008073344,0.0001983,0.0002928083,0.00006607659,0.0001370531,0.004940919,0.7819986,0.2052587],"study_design_scores_gemma":[0.00004340983,0.00004815663,0.005530094,0.005689653,0.00004576425,0.0003220324,0.0006144294,0.00002611567,0.00004498605,0.004198965,0.983422,0.00001442073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.001146926,0.5699712,0.0002168,0.2657673,0.129871,0.00005959817,0.0002966633,0.00002356505,0.03264702],"genre_scores_gemma":[0.01698395,0.622533,0.000549168,0.07906453,0.2545509,0.0001166551,0.0003877769,0.00002585809,0.02578819],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05347465,"threshold_uncertainty_score":0.1788905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191693592543414,"score_gpt":0.2913292490211517,"score_spread":0.2694123130957176,"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."}}