{"id":"W2791496441","doi":"10.1002/aet2.10084","title":"Scholarship by the Clinician‐Educator in Emergency Medicine","year":2018,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Society for Academic Emergency Medicine","keywords":"Scholarship; Promotion (chess); Work (physics); Curriculum; Academic institution; Specialty; Emergency department; Medical education; Rubric; Medicine; Psychology; Political science; Pedagogy; Nursing; Engineering; Family medicine; Library science; Computer science","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":[0.01554711,0.0004416999,0.0005754832,0.001773464,0.01128632,0.010913,0.001484857,0.005968375,0.01947884],"category_scores_gemma":[0.05234686,0.000391411,0.0003758101,0.001804774,0.008889343,0.00929177,0.01791557,0.009660257,0.00901477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004560655,"about_ca_system_score_gemma":0.02628893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157325,"about_ca_topic_score_gemma":0.005918134,"domain_scores_codex":[0.9803719,0.01033633,0.001426579,0.001064027,0.005155041,0.001646126],"domain_scores_gemma":[0.9479367,0.0122506,0.003116167,0.002766105,0.008020369,0.0259101],"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":[0.00002466312,0.0001662805,0.00673654,0.0004210164,0.00001080696,0.0005029068,0.03102839,0.00009160142,0.0005833674,0.08512626,0.6853516,0.1899566],"study_design_scores_gemma":[0.00001137937,0.00007495817,0.001385173,0.0007460014,0.000004095363,0.0005959087,0.01390129,0.00007325089,0.0001446169,0.009200855,0.9738471,0.0000153455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01255798,0.03593475,0.003452169,0.7348461,0.05497298,0.00008184113,0.00004612449,0.0002379471,0.1578702],"genre_scores_gemma":[0.3037691,0.05319143,0.01436803,0.2763293,0.0350845,0.0002944917,0.0001658636,0.0005878168,0.3162096],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01947884,"threshold_uncertainty_score":0.08222198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08899977246232627,"score_gpt":0.4476607811457591,"score_spread":0.3586610086834328,"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."}}