{"id":"W3100397757","doi":"10.1186/s12909-020-02349-1","title":"Evaluation of a pilot immunization curriculum to meet competency training needs of medical residents","year":2020,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; SickKids Foundation; University of Ottawa; Hospital for Sick Children; Public Health Ontario","funders":"","keywords":"Curriculum; Medical education; Medicine; Family medicine; Competence (human resources); Immunization; Descriptive statistics; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004485711,0.0000729383,0.0001990856,0.0001250994,0.0001038232,0.00001406373,0.0004074622,0.0001191554,0.002924682],"category_scores_gemma":[0.03386399,0.00007172698,0.00004479786,0.0009331102,0.00003642096,0.0001506794,0.00003724504,0.00008923526,0.00001412003],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008639756,"about_ca_system_score_gemma":0.0140371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002024286,"about_ca_topic_score_gemma":0.002925612,"domain_scores_codex":[0.9947115,0.0007620545,0.0004861255,0.0001296037,0.003754159,0.0001565298],"domain_scores_gemma":[0.9982354,0.0001934616,0.0001882366,0.0001272629,0.0007929871,0.0004626625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001042834,0.002111699,0.1813082,0.0004743998,0.0000802227,9.980984e-7,0.3763115,0.0001213594,0.0007048887,0.2125812,0.04916406,0.1770372],"study_design_scores_gemma":[0.007406691,0.002137497,0.485211,0.004871017,0.0009491978,0.000007489148,0.4272436,0.03659418,0.0009950129,0.0270865,0.006339496,0.001158285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598996,0.0005077945,0.004701339,0.0259869,0.0006667924,0.0004786717,0.000001466996,0.00003157004,0.007725881],"genre_scores_gemma":[0.9976112,0.00009838487,0.0006200045,0.001009942,0.0005834903,0.0000285722,0.00001640025,0.000007529427,0.00002444117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3039028,"threshold_uncertainty_score":0.9979868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007860817659061,"score_gpt":0.4071331069057242,"score_spread":0.3063470251398181,"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."}}