{"id":"W4408177055","doi":"10.22454/primer.2025.677955","title":"Methodology, Respondents, and Past Topics for 2024 CERA Clerkship Director Survey","year":2025,"lang":"en","type":"article","venue":"PRiMER","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Sampling frame; Directory; Curriculum; Medicine; Family medicine; Medical education; Grading (engineering); Psychology; Demography; Computer science; Sociology; Pedagogy; Environmental health; Engineering","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":[0.01557306,0.0008629403,0.0004629088,0.004281909,0.002479256,0.001706556,0.001358626,0.0009167696,0.02251327],"category_scores_gemma":[0.01626393,0.0008992725,0.0005492637,0.004567935,0.000600155,0.0009473879,0.001666063,0.0008294272,0.01395043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003421245,"about_ca_system_score_gemma":0.006928464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01454157,"about_ca_topic_score_gemma":0.01804376,"domain_scores_codex":[0.9844375,0.00758687,0.002169377,0.001126801,0.003341668,0.001337816],"domain_scores_gemma":[0.9870173,0.002034484,0.002014747,0.001176252,0.006678639,0.001078573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006416831,0.003435857,0.5931864,0.001738835,0.00006804372,0.0005237642,0.01570505,0.00075704,0.005185801,0.002692246,0.1669365,0.2091287],"study_design_scores_gemma":[0.0002836519,0.001895681,0.7166936,0.0007790046,0.00004979397,0.0004604011,0.03077078,0.002022791,0.004106313,0.0007735294,0.2420753,0.00008911818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.534453,0.0005695196,0.04452588,0.003494794,0.000796077,0.2507142,0.1029394,0.0009412133,0.06156593],"genre_scores_gemma":[0.2271044,0.000709928,0.06736574,0.005965522,0.0003640665,0.6194041,0.05245803,0.000211712,0.02641656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02251327,"threshold_uncertainty_score":0.08235919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2700129698517832,"score_gpt":0.5357681651367406,"score_spread":0.2657551952849574,"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."}}