{"id":"W3161602594","doi":"10.3138/jvme-2020-0096","title":"Comparison of Fine Arts– and Pathology-Based Observational Skills Training for Veterinary Students Learning Cytology","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Cytology; Curriculum; Test (biology); Vocabulary; Medical education; Medicine; Psychology; Veterinary medicine; Pathology; Pedagogy; Biology","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":[0.0008421395,0.0003112217,0.0004795307,0.0005434368,0.0003014627,0.000467318,0.0005052805,0.0004943876,0.002007242],"category_scores_gemma":[0.004753388,0.0001448708,0.0004608918,0.0002748336,0.000252544,0.0005018311,0.0008201064,0.0005376895,0.0003660345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033051,"about_ca_system_score_gemma":0.001077879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001462524,"about_ca_topic_score_gemma":0.002999186,"domain_scores_codex":[0.9992698,0.0001351799,0.00008679272,0.00009733736,0.0002336731,0.000177199],"domain_scores_gemma":[0.9969057,0.0006682941,0.0004527924,0.0001450639,0.0004052967,0.001422887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03176698,0.07638754,0.334869,0.001313705,0.0004142578,0.0004881526,0.007245238,0.002497543,0.04631068,0.0004068532,0.001716849,0.4965832],"study_design_scores_gemma":[0.0005782224,0.04367309,0.9470738,0.00009718443,0.0001253283,0.0001182455,0.001119948,0.000764764,0.004409448,0.0001536736,0.001853973,0.00003238899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994674,0.0000575611,0.00005489272,0.00001904844,0.000008303383,0.00004332832,0.0000166699,0.000003803227,0.0003288457],"genre_scores_gemma":[0.9981652,0.0001396805,0.000605727,0.00003221869,0.00001291482,0.0001209613,0.0001160166,0.00000281528,0.0008044036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002007242,"threshold_uncertainty_score":0.00671488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2268617467853512,"score_gpt":0.4980533000219723,"score_spread":0.2711915532366211,"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."}}