{"id":"W2618688652","doi":"10.1002/aet2.10045","title":"How Robust Are Studies in the American Board of Emergency Medicine Maintenance of Certification Lifelong Learning and Self‐assessment? An Examination of Fragility and Bias of Included Randomized Controlled Trials","year":2017,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Saskatchewan","funders":"","keywords":"Randomized controlled trial; Medicine; Interquartile range; Physical therapy; Family medicine; Surgery","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":["metaresearch"],"category_scores_codex":[0.6441407,0.002888497,0.01471469,0.02843552,0.00259417,0.01580798,0.006446935,0.008146009,0.005127121],"category_scores_gemma":[0.880972,0.003489642,0.0247218,0.0195221,0.009478969,0.01375277,0.007878917,0.005134381,0.0006137752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009665112,"about_ca_system_score_gemma":0.01037339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003249436,"about_ca_topic_score_gemma":0.006046101,"domain_scores_codex":[0.2355088,0.3950675,0.2975472,0.02121671,0.04863557,0.002024157],"domain_scores_gemma":[0.0519736,0.8252334,0.08299285,0.01803585,0.02080727,0.0009569783],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.005393037,0.00008287002,0.02717579,0.6025573,0.2488248,0.0003228064,0.002781654,0.001307381,0.0007666158,0.007131979,0.004104422,0.09955141],"study_design_scores_gemma":[0.005626658,0.0020289,0.02549171,0.6189744,0.2710754,0.001077602,0.001686775,0.002479038,0.002079859,0.02940763,0.03962096,0.00045103],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01674036,0.919225,0.02433019,0.02158974,0.002524003,0.00780693,0.002889602,0.0002711737,0.004623037],"genre_scores_gemma":[0.6369187,0.1896623,0.1108574,0.02335744,0.003462067,0.03147874,0.002887455,0.0004189178,0.0009569171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3558593,"threshold_uncertainty_score":0.4388379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.818425156271453,"score_gpt":0.5904119674242787,"score_spread":0.2280131888471743,"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."}}