{"id":"W3014249236","doi":"10.1056/nejm-jw.na51180","title":"Successful Validation of the Canadian Syncope Risk Score","year":2020,"lang":"en","type":"article","venue":"Journal watch","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syncope (phonology); Medicine; Internal medicine; Cardiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002563999,0.00006633283,0.0001952734,0.00002727183,0.0001561796,0.00003388306,0.0001253508,0.00004600078,0.0002258047],"category_scores_gemma":[0.0001639191,0.00004212256,0.0002913518,0.0001454285,0.00003335331,0.00006574649,0.00002151295,0.0003063688,0.00003782978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224496,"about_ca_system_score_gemma":0.0005645051,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01570402,"about_ca_topic_score_gemma":0.01079925,"domain_scores_codex":[0.9992762,0.00005719932,0.0002111548,0.00008484264,0.0002357905,0.0001347657],"domain_scores_gemma":[0.999388,0.00001075161,0.0001191227,0.0001579472,0.00009524795,0.000228949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007439926,0.00004043759,0.9204504,0.00007908066,0.0006406456,0.0000889678,0.002440255,0.001145171,0.0009371416,0.00003553105,0.04501001,0.02905788],"study_design_scores_gemma":[0.00518445,0.0003382513,0.4910371,0.0004286529,0.00144508,0.0009547174,0.001805811,0.0007266123,0.02708124,0.0006500404,0.4699539,0.0003941826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529926,0.0002830555,0.00008145008,0.04205257,0.0002526015,0.000141348,0.000007538579,0.000006319398,0.004182551],"genre_scores_gemma":[0.9981873,0.0002846367,0.00006526925,0.0009493332,0.0002541665,8.893669e-7,0.000002435409,0.00001115208,0.0002447973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4294134,"threshold_uncertainty_score":0.9908505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556972975539088,"score_gpt":0.2269729413032169,"score_spread":0.211403211547826,"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."}}