{"id":"W2186295489","doi":"10.1017/s148180350000316x","title":"Education scholarship in emergency medicine part 3: a “how-to” guide","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Emergency Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; McGill University Health Centre","funders":"","keywords":"Scholarship; Medicine; Focus (optics); Engineering ethics; Medical education; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0120476,0.00177501,0.002782467,0.01105255,0.003231868,0.008249928,0.003475485,0.009045442,0.01053173],"category_scores_gemma":[0.02415461,0.0009831636,0.001885748,0.008122542,0.008771195,0.0182023,0.006978524,0.01198838,0.005411464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007312356,"about_ca_system_score_gemma":0.01889282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006583676,"about_ca_topic_score_gemma":0.01436543,"domain_scores_codex":[0.9895992,0.005197699,0.001871884,0.0004330172,0.002608196,0.0002899227],"domain_scores_gemma":[0.9788886,0.01431415,0.001291297,0.0006326272,0.003690235,0.001183033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003605519,0.0001477211,0.0003613076,0.02459419,0.00007867439,0.000338179,0.002223579,0.0004473049,0.0003564559,0.06662788,0.3418691,0.5629195],"study_design_scores_gemma":[0.00001137807,0.00002871003,0.000273066,0.0293584,0.00001658236,0.0005541902,0.0008220038,0.00008793065,0.00005641376,0.02079536,0.9479759,0.00002014032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001086449,0.8650076,0.004102692,0.1122451,0.01020952,0.0003132397,0.00006052182,0.00007644446,0.007876175],"genre_scores_gemma":[0.002535954,0.9165175,0.01064552,0.05725909,0.005585721,0.0005722407,0.00009926127,0.00004532774,0.006739285],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0120476,"threshold_uncertainty_score":0.06371456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1763914141071566,"score_gpt":0.4742205849721729,"score_spread":0.2978291708650164,"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."}}