{"id":"W4285525181","doi":"10.1007/978-3-030-58842-7","title":"Preoperative Assessment","year":2021,"lang":"en","type":"book","venue":"","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002974416,0.0006815633,0.0003946759,0.0009996669,0.0004663406,0.000887769,0.0004734583,0.0006339423,0.2302886],"category_scores_gemma":[0.001654797,0.000207524,0.0002867524,0.0003779195,0.0001708905,0.0008126918,0.0008629033,0.001230672,0.1489684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652617,"about_ca_system_score_gemma":0.0008618105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009765639,"about_ca_topic_score_gemma":0.005159582,"domain_scores_codex":[0.9998426,0.00002938119,0.00001140332,0.00001499967,0.00008076633,0.00002074528],"domain_scores_gemma":[0.9995633,0.0001151041,0.00001701361,0.00003693534,0.0001702147,0.00009747809],"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":[0.00001997343,0.000044304,0.000439499,0.0000782772,0.000001683357,0.0005062946,0.00004449955,0.0001147331,0.0005477802,0.002166934,0.706445,0.289591],"study_design_scores_gemma":[0.000007691508,0.00004678937,0.001669011,0.0003065257,0.000003660873,0.004568491,0.0001089066,0.0002574636,0.0003376128,0.004415272,0.9882658,0.00001288308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001909965,0.003898169,0.01878686,0.007672074,0.004098865,0.0002700505,0.001490844,0.001532064,0.960341],"genre_scores_gemma":[0.009648934,0.006066912,0.01565491,0.005279748,0.00203244,0.000292305,0.001663599,0.0005097582,0.9588513],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2302886,"threshold_uncertainty_score":0.770392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589750966484531,"score_gpt":0.3081015192172445,"score_spread":0.2922040095523992,"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."}}