{"id":"W4402860817","doi":"10.3138/jvme-2024-0041","title":"The Importance of Student Preparedness Characteristics for Veterinary Workplace Clinical Training (WCT) in a Distributive Curriculum, from the Perspectives of Students, Academics, and Clinical Supervisors","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Curriculum; Medical education; Psychology; Theme (computing); Medicine; Pedagogy; Political 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00883212,0.0001722926,0.0006482273,0.00007013241,0.0002877089,0.00002695856,0.0005788,0.0002565859,0.00005335022],"category_scores_gemma":[0.009015825,0.0001033995,0.0002092333,0.0002287303,0.0005099844,0.0002847934,0.0002904731,0.001518448,0.000001517792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814821,"about_ca_system_score_gemma":0.002487435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003812834,"about_ca_topic_score_gemma":0.00001972003,"domain_scores_codex":[0.9944886,0.001647009,0.002674906,0.0002876105,0.0006232999,0.0002785606],"domain_scores_gemma":[0.985899,0.01179376,0.001340701,0.0002522125,0.0005146994,0.0001996508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001417637,0.001394537,0.8595979,0.0002487806,0.0004274905,0.00002291324,0.1033114,1.714496e-7,0.00002044137,0.0002156531,0.005762951,0.02758016],"study_design_scores_gemma":[0.000694517,0.00173189,0.6113987,0.001783715,0.0001412783,0.00006592567,0.3609113,0.0000631581,1.687493e-7,0.0001777428,0.02294983,0.00008177944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750279,0.01046221,0.0001041776,0.008732934,0.004992521,0.0006038276,0.00004886097,0.000007715434,0.00001984077],"genre_scores_gemma":[0.9794,0.0181509,0.0003136379,0.0003057196,0.001654564,0.00009405247,0.00001503886,0.00001784816,0.00004818464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2575999,"threshold_uncertainty_score":0.9993317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4117345927637046,"score_gpt":0.6118786133953584,"score_spread":0.2001440206316539,"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."}}