{"id":"W2888253039","doi":"10.36834/cmej.42236","title":"Does testing enhance learning in continuing medical education?","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"McMaster University","keywords":"Test (biology); Continuing medical education; Medicine; Null hypothesis; Multiple choice; Medical education; Psychology; Family medicine; Continuing education; Internal medicine; Significant difference; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003045594,0.0002084338,0.0003223819,0.001062159,0.0004000034,0.0001021302,0.000394343,0.0004605674,0.0458255],"category_scores_gemma":[0.2146636,0.0001579273,0.00005946828,0.001594855,0.0004880891,0.0002423937,0.00002804709,0.002559619,0.0002394736],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175709,"about_ca_system_score_gemma":0.1374554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004174508,"about_ca_topic_score_gemma":0.01262468,"domain_scores_codex":[0.9961541,0.0001915097,0.0009881629,0.0003736698,0.001607049,0.0006855525],"domain_scores_gemma":[0.9896588,0.0001693817,0.0003282972,0.0003517026,0.002387627,0.007104193],"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":[0.00001286561,0.0003626334,0.04130633,0.00004727791,0.000016559,0.00004594639,0.002116162,4.005205e-7,0.00002882794,0.0009554754,0.09637856,0.8587289],"study_design_scores_gemma":[0.001042867,0.000253479,0.06362205,0.005213804,0.00004778669,0.003399147,0.008889587,0.002459479,0.0001110851,0.001239168,0.9132819,0.000439667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7288505,0.0004254074,0.0003636385,0.2261798,0.01297939,0.0004293178,7.484691e-7,0.00008191422,0.03068926],"genre_scores_gemma":[0.9177149,0.00007745947,0.006835837,0.06117427,0.009532807,0.00006453486,0.00003582174,0.00004438164,0.00451997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8582893,"threshold_uncertainty_score":0.9997415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008249823489668455,"score_gpt":0.3387286786094221,"score_spread":0.3304788551197537,"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."}}