{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002987289,0.000136229,0.0003807961,0.0001406152,0.0004851503,0.00001038971,0.0001675023,0.0002638621,0.0003842512],"category_scores_gemma":[0.001552572,0.0001170455,0.00005753082,0.000193616,0.00004831722,0.00006262553,0.0001978346,0.0004214028,0.00005269184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413509,"about_ca_system_score_gemma":0.0007504192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009834621,"about_ca_topic_score_gemma":0.001199394,"domain_scores_codex":[0.997161,0.00153337,0.0004299851,0.0003108311,0.00009311942,0.0004716534],"domain_scores_gemma":[0.9937247,0.005567438,0.0001038825,0.0003243221,0.000173383,0.0001062447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002882171,0.00001631412,0.6319251,0.0003431225,0.00004674328,5.996974e-7,0.0002908256,3.61337e-8,0.00007761182,0.004016262,0.3516944,0.01130071],"study_design_scores_gemma":[0.0004561603,0.00002054364,0.5194152,0.00002320084,0.00002240704,1.39142e-7,0.00005971911,0.000002131423,0.00003829715,0.001494519,0.4784023,0.00006535835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4908827,0.02332041,0.02124076,0.2156416,0.03707479,0.01088047,0.001144087,0.0008248545,0.1989903],"genre_scores_gemma":[0.05240814,0.0013086,0.03267279,0.150742,0.002400846,0.001285629,0.0002917704,0.0001088532,0.7587813],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.559791,"threshold_uncertainty_score":0.4772979,"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."}}