{"id":"W4386492432","doi":"10.22454/primer.2023.238868","title":"Protocol for the 2023 CERA Clerkship Director Survey","year":2023,"lang":"en","type":"article","venue":"PRiMER","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Directory; Family medicine; Excellence; Medical education; Center of excellence; Descriptive statistics; Survey data collection; Pharmacy; Political science","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":[0.04026357,0.001412558,0.001620603,0.003052298,0.003377184,0.002293551,0.001604644,0.002544123,0.2113533],"category_scores_gemma":[0.04369238,0.002108135,0.001238909,0.002776954,0.0009723396,0.002070252,0.001792145,0.004598161,0.0541925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004542975,"about_ca_system_score_gemma":0.01486742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005294102,"about_ca_topic_score_gemma":0.009861704,"domain_scores_codex":[0.9833661,0.009989169,0.002669931,0.0009243459,0.001856174,0.00119429],"domain_scores_gemma":[0.9641305,0.01083219,0.00255653,0.005157631,0.01532768,0.001995374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006526313,0.005264173,0.006903338,0.005828326,0.00009396483,0.0005411126,0.00421321,0.00190903,0.001462156,0.009158887,0.7663471,0.1917524],"study_design_scores_gemma":[0.008715439,0.003941246,0.03585486,0.004635496,0.00008293958,0.0002428733,0.007494261,0.003040466,0.00197015,0.007919519,0.9258424,0.0002604267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003218975,0.00009477673,0.007208316,0.001114798,0.0006143153,0.9499955,0.0262684,0.0004186498,0.01106631],"genre_scores_gemma":[0.001943072,0.00006649808,0.004730906,0.0006038228,0.00006097006,0.9881048,0.00232025,0.00002889464,0.002140593],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2113533,"threshold_uncertainty_score":0.7070473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3583023039486382,"score_gpt":0.5558907862836002,"score_spread":0.197588482334962,"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."}}