{"id":"W2088835415","doi":"10.3138/jvme.32.4.555","title":"Practice-Based Education at Michigan State University","year":2005,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; State (computer science); Higher education; Political science; Pedagogy; Sociology; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002437418,0.00009475421,0.0001352557,0.0002551018,0.0003784746,0.00004921201,0.0003745203,0.0001168376,0.0009708421],"category_scores_gemma":[0.007065014,0.00009790941,0.00007921937,0.0003651411,0.0002069565,0.001664966,0.00003180405,0.0003672405,0.00006696906],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415152,"about_ca_system_score_gemma":0.01688279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003295738,"about_ca_topic_score_gemma":0.0003117664,"domain_scores_codex":[0.9972875,0.001052059,0.0003625851,0.0001469957,0.0009574202,0.0001935145],"domain_scores_gemma":[0.9970247,0.0005821602,0.0008727769,0.0001535148,0.0009096772,0.0004572324],"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":[0.001211,0.005606453,0.004153014,0.00004206161,0.00006895699,0.00002107721,0.03439243,0.00006308891,0.001126859,0.002835541,0.02800251,0.922477],"study_design_scores_gemma":[0.0002833844,0.000277723,0.004997224,0.00009350635,0.00004582336,0.0001595102,0.0095826,0.0000370767,0.00008406144,0.0002966138,0.9840405,0.0001019642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8799135,0.0004674285,0.0004929986,0.07771699,0.003805145,0.0001621454,7.032777e-7,0.00001874633,0.03742234],"genre_scores_gemma":[0.9743684,0.0006447358,0.0166912,0.002927108,0.002117191,0.000002486065,0.000005665152,0.00001165048,0.003231547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.956038,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497957830980383,"score_gpt":0.4474894169851406,"score_spread":0.3976936338871023,"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."}}