{"id":"W2206000253","doi":"10.3138/jvme.0914-092r1","title":"Monitoring the Veterinary Medical Student Experience: An Institutional Pilot Study","year":2015,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medical education; Inclusion (mineral); Anxiety; Demographics; Population; Medicine; Psychology; Perception; Learning environment; Veterinary medicine; Environmental health; Pedagogy; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004723056,0.0004494041,0.0003360967,0.001168507,0.001512433,0.0009339169,0.0006741651,0.0005928947,0.001582731],"category_scores_gemma":[0.007743231,0.0004140773,0.0004337876,0.0007174214,0.001203641,0.001013238,0.001933085,0.001155713,0.0005109152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008036562,"about_ca_system_score_gemma":0.00162287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002307443,"about_ca_topic_score_gemma":0.004771534,"domain_scores_codex":[0.9971136,0.001697939,0.000154879,0.0002126747,0.0003081462,0.0005128299],"domain_scores_gemma":[0.993018,0.00176063,0.001112697,0.0006905454,0.001321164,0.002096888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008749437,0.02394935,0.9240574,0.00008771672,0.00003615638,0.0009045598,0.01952178,0.000148498,0.003590253,0.0000866533,0.0004607785,0.02628198],"study_design_scores_gemma":[0.0002302749,0.03942617,0.9108939,0.00003399434,0.00003864824,0.0006944292,0.04445455,0.0004165882,0.001879005,0.00007722394,0.001805923,0.00004938464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994864,0.000008059905,0.00008726458,0.00002216477,0.000003075744,0.0001464043,0.00003277053,0.000002914517,0.0002109417],"genre_scores_gemma":[0.9983191,0.00004766559,0.0006480452,0.0001028554,0.00001533372,0.0003559653,0.0001019437,0.000003294007,0.0004057068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004723056,"threshold_uncertainty_score":0.02497822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6892520454000344,"score_gpt":0.6426363133549949,"score_spread":0.04661573204503944,"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."}}