{"id":"W4361209849","doi":"10.1186/s12909-023-04167-7","title":"Needs assessment for enhancing pediatric clerkship readiness","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Curriculum; Medical education; Clinical clerkship; Feeling; Medicine; Competence (human resources); Obstetrics and gynaecology; Educational measurement; Psychology; Pedagogy; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.003867791,0.0005703573,0.0005283552,0.002176025,0.0007851196,0.000701425,0.001030659,0.0006112791,0.007323194],"category_scores_gemma":[0.01219967,0.0002111239,0.0009053836,0.00097661,0.0002231681,0.00102854,0.001858068,0.001009214,0.001278059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502438,"about_ca_system_score_gemma":0.003983485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697494,"about_ca_topic_score_gemma":0.008419372,"domain_scores_codex":[0.9981782,0.0006113931,0.0002598561,0.00009338533,0.0005073853,0.0003497003],"domain_scores_gemma":[0.994803,0.0009505216,0.001003825,0.0001468045,0.001820063,0.001275596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006149847,0.005123712,0.3360302,0.002683711,0.0001135268,0.0006486661,0.006528282,0.001062239,0.002612851,0.0009635968,0.04376433,0.5998539],"study_design_scores_gemma":[0.000288647,0.004583197,0.9063329,0.002242841,0.000215236,0.001143961,0.01799868,0.005008637,0.004400083,0.002398567,0.05523675,0.000150524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907483,0.001711327,0.007595888,0.01478077,0.0004319541,0.008968001,0.002364865,0.0007389096,0.05592527],"genre_scores_gemma":[0.9268866,0.002243027,0.0535786,0.001094253,0.0001096355,0.007121604,0.002158468,0.00006398209,0.006743808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007323194,"threshold_uncertainty_score":0.02449858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418061322866153,"score_gpt":0.4152195618415759,"score_spread":0.3810389486129144,"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."}}