{"id":"W2004105051","doi":"10.3138/jvme.37.3.258","title":"Assessment of Technical Skills: Best Practices","year":2010,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Objective structured clinical examination; Competence (human resources); Medical education; Context (archaeology); Medicine; Competency assessment; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05241012,0.002358679,0.001469361,0.009642774,0.002298049,0.005104718,0.006666452,0.002953907,0.003160159],"category_scores_gemma":[0.1006679,0.0008108686,0.001154614,0.005214169,0.003008832,0.005172609,0.004393021,0.003696623,0.00444315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003708363,"about_ca_system_score_gemma":0.01144543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004187874,"about_ca_topic_score_gemma":0.009394991,"domain_scores_codex":[0.9518858,0.01597271,0.008506019,0.002772827,0.02016976,0.0006929954],"domain_scores_gemma":[0.9289894,0.02473691,0.006508365,0.005826879,0.03136446,0.00257409],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009308108,0.0007497096,0.008890355,0.003770447,0.00009715847,0.0004789561,0.003555803,0.001205932,0.001600864,0.00301724,0.02748578,0.9490547],"study_design_scores_gemma":[0.0004463973,0.001856707,0.08290599,0.09609416,0.0006470975,0.01134074,0.02986224,0.01223154,0.01838262,0.09584597,0.6495023,0.0008842319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07268621,0.09161337,0.5729781,0.1147428,0.004625683,0.01110102,0.001538804,0.008613354,0.1221006],"genre_scores_gemma":[0.1061219,0.04602737,0.8362067,0.003161867,0.0004868534,0.002157755,0.0005825264,0.0004638568,0.004791092],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9475899,"threshold_uncertainty_score":0.2771745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06169949378791807,"score_gpt":0.5030554352702676,"score_spread":0.4413559414823496,"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."}}