{"id":"W4307502237","doi":"10.1097/acm.0000000000004871","title":"Spaced Repetition in a Cohort of Practicing Physicians: Methods and Preliminary Results","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Repetition (rhetorical device); Context (archaeology); Quarter (Canadian coin); Medicine; Repeated measures design; Medical education; Family medicine; Confidence interval; Certification; Medical knowledge; Psychology; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01639652,0.001876476,0.001060434,0.001695037,0.002381796,0.0007587452,0.001924496,0.001416964,0.003303961],"category_scores_gemma":[0.01703867,0.0010535,0.001711562,0.001501874,0.001172234,0.00149128,0.001591109,0.001398918,0.001234432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001621476,"about_ca_system_score_gemma":0.003651285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0137963,"about_ca_topic_score_gemma":0.01081874,"domain_scores_codex":[0.9859925,0.008398538,0.000908457,0.001785792,0.002016834,0.0008979069],"domain_scores_gemma":[0.9921036,0.00255241,0.00127151,0.001514376,0.001335863,0.001222268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03826731,0.07335447,0.8224066,0.0003314791,0.0005361363,0.001148291,0.007689097,0.0004464071,0.003208016,0.0002994913,0.001153664,0.05115911],"study_design_scores_gemma":[0.01053032,0.1223311,0.8562568,0.00006975626,0.000409328,0.0006292596,0.002967625,0.00186191,0.002050376,0.0004246287,0.002305639,0.0001632015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828328,0.000157284,0.00177924,0.00009800977,0.00003441116,0.0137455,0.0005389442,0.00002404454,0.0007897154],"genre_scores_gemma":[0.9343223,0.0004034903,0.01214476,0.0005881235,0.0002468534,0.04851885,0.00141504,0.00002398307,0.00233665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01639652,"threshold_uncertainty_score":0.08671415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295937250094334,"score_gpt":0.4354359038868998,"score_spread":0.4024765313859565,"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."}}