{"id":"W4361766319","doi":"10.17496/kmer.2018.20.1.6","title":"Development and Operation of Longitudinal Integrated Clerkship","year":2018,"lang":"en","type":"article","venue":"Korean Medical Education Review","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical school; Variety (cybernetics); Medical education; Longitudinal study; Block (permutation group theory); Medicine; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001291755,0.0001250925,0.0003281715,0.0001335043,0.00008116231,0.000008715905,0.0001046593,0.0001134699,0.003595518],"category_scores_gemma":[0.005291938,0.00009555525,0.00003162651,0.0005993926,0.0003464387,0.00007415306,0.00002942581,0.0002350323,0.00009379043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009910749,"about_ca_system_score_gemma":0.003347487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002016819,"about_ca_topic_score_gemma":0.000009938724,"domain_scores_codex":[0.998208,0.00006064738,0.0007237048,0.0002441022,0.0006205487,0.0001429938],"domain_scores_gemma":[0.9985444,0.00002813752,0.0001656808,0.0002695821,0.0007817289,0.0002104481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001183122,0.00040944,0.003756867,0.00204884,0.00002742551,7.414138e-7,0.0003990437,4.31379e-9,0.0000333035,0.005010525,0.06869576,0.9196062],"study_design_scores_gemma":[0.0006918604,0.0002421384,0.06078094,0.02247033,0.0002132389,0.0002715519,0.0005669539,0.0002911014,0.001494235,0.0001438896,0.9125799,0.0002538478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8569928,0.03689027,0.004922784,0.08001135,0.002319328,0.002242081,0.000002184875,0.0001415,0.01647773],"genre_scores_gemma":[0.7849429,0.02024927,0.1260032,0.06365923,0.001827802,0.0003731961,0.001055009,0.00006018315,0.001829243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9193524,"threshold_uncertainty_score":0.9973153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414857590989395,"score_gpt":0.3872042311341654,"score_spread":0.3530556552242714,"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."}}