{"id":"W2071120808","doi":"10.3138/jvme.31.3.242","title":"Observations of Veterinary Medicine Students’ Approaches to Study in Pre-clinical Years","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre for Teaching and Learning, Universiti Teknologi Malaysia","keywords":"Veterinary medicine; Medical education; Medicine; Veterinary education; Psychology; Curriculum; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.005582653,0.0001762964,0.0006679565,0.0004531197,0.0001631244,0.000006848283,0.0005927066,0.0001812324,0.0004560488],"category_scores_gemma":[0.004998279,0.0001473366,0.00009560319,0.0006299891,0.0001383247,0.0003893229,0.0002688653,0.0009947096,0.0000337905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584224,"about_ca_system_score_gemma":0.00237821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002995773,"about_ca_topic_score_gemma":0.00003600737,"domain_scores_codex":[0.994685,0.001260082,0.002396334,0.0002549641,0.001104893,0.0002987318],"domain_scores_gemma":[0.9969041,0.0009243868,0.001055677,0.0003520325,0.0003308269,0.0004329972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002274299,0.01591695,0.8384438,0.0002978904,0.0002740829,0.0002116238,0.1142078,0.00003930035,0.0004056894,0.0001809009,0.005763172,0.02198452],"study_design_scores_gemma":[0.002878685,0.009996959,0.934433,0.001015758,0.00006963882,0.0001702647,0.03974422,0.000001980554,7.484023e-7,0.0002207567,0.01135457,0.0001133958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800663,0.0003440088,0.0001089358,0.01468959,0.003772914,0.00081045,0.000001453627,0.00001184634,0.000194501],"genre_scores_gemma":[0.9942224,0.0003405452,0.002302034,0.001608681,0.001199491,0.0001301392,0.000005191383,0.00002172588,0.0001698133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09598922,"threshold_uncertainty_score":0.6008214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8216503589101221,"score_gpt":0.633366780796272,"score_spread":0.1882835781138501,"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."}}