{"id":"W2886898559","doi":"10.1097/01.eem.0000480773.37727.4e","title":"Viewpoint","year":2016,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Documentation; Closing (real estate); Journal club; Social media; Club; Dilemma; Library science; Public relations; Sociology; Medical education; Political science; Medicine; World Wide Web; Computer science; Law","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":[0.0009232971,0.0007923469,0.0003507777,0.0006957965,0.003025374,0.006850867,0.001657991,0.005626161,0.3561059],"category_scores_gemma":[0.005447092,0.0002357316,0.0006181558,0.0005791876,0.001932116,0.005132438,0.002593366,0.005542567,0.1647881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003048205,"about_ca_system_score_gemma":0.003322764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00591828,"about_ca_topic_score_gemma":0.008851487,"domain_scores_codex":[0.9989801,0.000180488,0.00003432782,0.0002567187,0.0003710914,0.000177296],"domain_scores_gemma":[0.9984528,0.0001949831,0.00005901864,0.0001561133,0.0007185048,0.0004185505],"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":[0.00001019931,0.00001153432,0.0001508696,0.00004765977,0.000001516483,0.0001380163,0.000220024,0.00002141961,0.00006426665,0.02147288,0.9509462,0.02691543],"study_design_scores_gemma":[0.000002123561,0.000002611951,0.00005811022,0.00006008357,7.518889e-7,0.0001301223,0.0002315791,0.000008730173,0.00002104031,0.002284503,0.9971985,0.000001892194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.000738659,0.005018002,0.001094713,0.1667208,0.05265601,0.00005132279,0.0004256272,0.0002465102,0.7730483],"genre_scores_gemma":[0.01722728,0.005948454,0.0010248,0.1173099,0.01153704,0.00006311428,0.0005585758,0.000255898,0.8460749],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3561059,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2973218837857569,"score_gpt":0.5656032570094739,"score_spread":0.268281373223717,"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."}}