{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01903224,0.0009356394,0.0006386209,0.001845841,0.001890446,0.001264801,0.001735762,0.0009749681,0.002053329],"category_scores_gemma":[0.040439,0.0003179022,0.0008709465,0.001420944,0.0008622528,0.0005246613,0.001554706,0.001369799,0.0009593899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007458811,"about_ca_system_score_gemma":0.02358406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7083693,"about_ca_topic_score_gemma":0.7847524,"domain_scores_codex":[0.9852213,0.002695105,0.0007179413,0.001057377,0.009304946,0.001003353],"domain_scores_gemma":[0.9759533,0.003344307,0.0007337583,0.001144873,0.01781141,0.001012264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002295823,0.0007628477,0.7281401,0.0004097376,0.0007681744,0.0005057794,0.002107322,0.003546523,0.004667991,0.009026563,0.08547287,0.1622963],"study_design_scores_gemma":[0.0005404396,0.0005985578,0.9221458,0.0002366691,0.0002879371,0.0004722523,0.0004270628,0.009886751,0.0030588,0.00100636,0.06120862,0.000130735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8171169,0.004188921,0.02112238,0.006875444,0.002428889,0.006178689,0.02679187,0.000550715,0.1147462],"genre_scores_gemma":[0.9406576,0.001390534,0.02730182,0.002221286,0.0003573963,0.002322564,0.01431663,0.000152906,0.01127938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916307,"threshold_uncertainty_score":0.5866964,"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."}}