{"id":"W2024440435","doi":"10.3138/jvme.0113-019r","title":"Using Authentic Client Interactions in Communication Skills Training: Predictors of Proficiency","year":2013,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nonverbal communication; Protocol (science); Medical education; Communication skills; Communication skills training; Sample (material); Focus group; Psychology; Multimedia; Medicine; Computer science; Alternative medicine; Communication","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":[0.005643233,0.0002884703,0.0002269412,0.0007716009,0.00069695,0.001419438,0.0005117533,0.0006904069,0.001683145],"category_scores_gemma":[0.04834273,0.0002523921,0.000189282,0.0003973167,0.0007565154,0.0007957845,0.001227575,0.001170024,0.0003682507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00075523,"about_ca_system_score_gemma":0.001535012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002508748,"about_ca_topic_score_gemma":0.00357498,"domain_scores_codex":[0.9953222,0.001960231,0.0005105512,0.0002968469,0.001470716,0.0004394646],"domain_scores_gemma":[0.954358,0.02189104,0.0129627,0.001450322,0.005279127,0.004059004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001208622,0.0006683796,0.9739481,0.00006137272,0.00001999695,0.00008265874,0.0034715,0.0001011181,0.001216935,0.00003058222,0.0001249,0.02015358],"study_design_scores_gemma":[0.000005712594,0.0009115888,0.9932361,0.00004208269,0.00001196445,0.000249151,0.00382939,0.000584264,0.0007642407,0.0000358771,0.0003192663,0.00001037724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993093,0.00004730068,0.000137723,0.00004527698,0.00000322326,0.00002749707,0.00001055435,0.000003676889,0.000415393],"genre_scores_gemma":[0.9993469,0.00006066092,0.0003611955,0.0000185288,0.000003087786,0.00002928177,0.00002238364,0.000001695927,0.0001561971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005643233,"threshold_uncertainty_score":0.02984464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4540533785335404,"score_gpt":0.5711518689844796,"score_spread":0.1170984904509392,"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."}}