{"id":"W4407578827","doi":"10.3138/jvme-2024-0127","title":"Quantitative and Qualitative Evaluation of a Drawing Game Designed to Develop Visual Observational Skills in Veterinary Students Learning Cytology","year":2025,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Observational study; Likert scale; Rubric; Medical education; Psychology; Test (biology); Descriptive statistics; Qualitative research; Visual literacy; Medicine; Mathematics education; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01474355,0.001017562,0.0008729388,0.002176272,0.00101978,0.002087163,0.001335513,0.0008407892,0.002810046],"category_scores_gemma":[0.04692577,0.0003276202,0.0007781872,0.0009793829,0.002027208,0.001101423,0.00172133,0.001186016,0.0004518678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001718366,"about_ca_system_score_gemma":0.00158545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398052,"about_ca_topic_score_gemma":0.002261421,"domain_scores_codex":[0.9876499,0.007521336,0.0006685146,0.0008868407,0.00244995,0.0008234752],"domain_scores_gemma":[0.9468523,0.03832445,0.003133798,0.0009981666,0.008572275,0.002118899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.004756798,0.01491174,0.1466722,0.007398443,0.000339609,0.002341424,0.3959816,0.006374923,0.06079701,0.0038134,0.008783165,0.3478297],"study_design_scores_gemma":[0.0008273033,0.02558411,0.4116751,0.003765635,0.000646095,0.001343593,0.4106489,0.02578531,0.05702955,0.00440492,0.05740345,0.0008860463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874163,0.0001133662,0.006926627,0.0001806098,0.00005203595,0.001521208,0.0003263762,0.00008081005,0.003382683],"genre_scores_gemma":[0.9701675,0.0002219784,0.02232404,0.0002500516,0.0000292042,0.003417546,0.0003590992,0.00005745229,0.003173124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01474355,"threshold_uncertainty_score":0.07797229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1822864759203797,"score_gpt":0.5561054672191341,"score_spread":0.3738189912987544,"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."}}