{"id":"W7117127419","doi":"10.3138/jvme-2025-0057","title":"The Effects of Deliberate Practice in Open Access Sessions on Veterinary Students' Confidence and Performance of Large Animal Clinical Skills","year":2025,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Preparedness; Clinical Practice; Curriculum; Veterinary education; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003582651,0.0004168456,0.0003407482,0.0003832874,0.0003611748,0.001017175,0.0004596605,0.000470517,0.001556409],"category_scores_gemma":[0.01747768,0.0002675877,0.000476941,0.0001681907,0.000532532,0.0005157502,0.001386037,0.0007789566,0.000239526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152626,"about_ca_system_score_gemma":0.001021439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009882306,"about_ca_topic_score_gemma":0.00184668,"domain_scores_codex":[0.9971312,0.001050216,0.0003266241,0.0002761066,0.0007513605,0.0004643628],"domain_scores_gemma":[0.9775386,0.01066305,0.005208514,0.001502066,0.0009961496,0.004091605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003128642,0.02988882,0.7833987,0.0002452197,0.0002856985,0.0002893682,0.007510197,0.0008502255,0.00967584,0.0001281739,0.0002982916,0.1643009],"study_design_scores_gemma":[0.0001561188,0.0302294,0.9625114,0.00008258555,0.00007894766,0.000152022,0.002391784,0.0007244952,0.002687592,0.0001283275,0.0008138513,0.00004356654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997738,0.00002201298,0.00005372265,0.00001338983,0.000001836175,0.00001688918,0.000004049426,0.000002040213,0.0001122696],"genre_scores_gemma":[0.9992125,0.00004748302,0.0003697768,0.00001982693,0.000003862936,0.00004109411,0.00002006843,0.000001007221,0.0002843764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003582651,"threshold_uncertainty_score":0.01894712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2693640459279602,"score_gpt":0.6627520075595862,"score_spread":0.393387961631626,"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."}}