{"id":"W1974391287","doi":"10.1111/acem.12037","title":"Faculty Development in Medical Education Research","year":2012,"lang":"en","type":"review","venue":"Academic Emergency Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa Skills and Simulation Centre; University of Ottawa","funders":"","keywords":"Medicine; Session (web analytics); Medical education; Breakout; Faculty development; Promotion (chess); Academic medicine; Professional development; Political 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04851394,0.0009021028,0.001945746,0.008563385,0.001227409,0.004577001,0.001921809,0.003616611,0.005396243],"category_scores_gemma":[0.05894738,0.000680071,0.001299687,0.0106452,0.002848438,0.005428709,0.003193804,0.003864017,0.002180888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005022341,"about_ca_system_score_gemma":0.01775565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968597,"about_ca_topic_score_gemma":0.004662723,"domain_scores_codex":[0.9695243,0.01753672,0.00416347,0.00166673,0.006251148,0.0008575908],"domain_scores_gemma":[0.9157689,0.06103896,0.006116115,0.002562545,0.01260375,0.001909683],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004398052,0.00005828678,0.0003663748,0.05101535,0.0001559597,0.00006831046,0.0006625996,0.00007007513,0.0002661344,0.00851668,0.03756463,0.9012117],"study_design_scores_gemma":[0.00004320186,0.0001119734,0.001778141,0.06885548,0.0002149002,0.0004726975,0.0007140038,0.00004887688,0.0004151936,0.005579289,0.9217384,0.00002770819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008268918,0.9927569,0.0003399217,0.004354212,0.0008926868,0.00003985613,0.00001227676,0.000007923907,0.001513545],"genre_scores_gemma":[0.00254872,0.9927371,0.001345601,0.002003246,0.0007090351,0.0000940525,0.00003352208,0.000005134271,0.0005235204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9514861,"threshold_uncertainty_score":0.2565693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3531011052320953,"score_gpt":0.5946718777623394,"score_spread":0.2415707725302442,"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."}}