{"id":"W2897325493","doi":"10.2196/10400","title":"Video-Based Communication Assessment: Development of an Innovative System for Assessing Clinician-Patient Communication","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medicine; Medical physics","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":[0.006937488,0.0007549576,0.0004548053,0.001985797,0.0004357367,0.001512994,0.001098373,0.00102443,0.003317852],"category_scores_gemma":[0.01682756,0.0003035818,0.0004358921,0.0007897113,0.0003663693,0.001418042,0.00165501,0.0009951295,0.001155108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007852426,"about_ca_system_score_gemma":0.001830085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002511224,"about_ca_topic_score_gemma":0.002565584,"domain_scores_codex":[0.9943706,0.00312018,0.0004990793,0.0006766596,0.001172669,0.0001607591],"domain_scores_gemma":[0.9890189,0.00527091,0.0007795366,0.0005737974,0.003565758,0.0007910961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001090281,0.0007101813,0.01845161,0.00114691,0.0001212399,0.0002634123,0.002086353,0.001943857,0.05373248,0.003558444,0.01617969,0.9007155],"study_design_scores_gemma":[0.002027998,0.01190578,0.1711168,0.002204334,0.0008933604,0.005041232,0.004907521,0.3694365,0.1942198,0.01266472,0.2237588,0.001823128],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1466012,0.001079825,0.8071183,0.002212289,0.0008107437,0.01532063,0.003603554,0.01083422,0.0124192],"genre_scores_gemma":[0.2126194,0.0004727632,0.7753676,0.0006049805,0.0002230718,0.00681697,0.0009854928,0.0001542264,0.00275555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006937488,"threshold_uncertainty_score":0.0366894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1907127129745297,"score_gpt":0.5471795690552199,"score_spread":0.3564668560806902,"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."}}