{"id":"W3156621527","doi":"10.2196/22745","title":"Shared Decision-Making With a Virtual Patient in Medical Education: Mixed Methods Evaluation Study","year":2021,"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":"Medical education; Focus group; Psychology; Cohort; Variety (cybernetics); Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003570039,0.0002964478,0.0005017155,0.0004172201,0.0006566832,0.00003496377,0.0006935966,0.0005763729,0.01070121],"category_scores_gemma":[0.03803603,0.000261363,0.00006665686,0.001658004,0.0001143147,0.0003482148,0.0004591977,0.001830023,0.0001525698],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001509959,"about_ca_system_score_gemma":0.06821704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003721175,"about_ca_topic_score_gemma":0.003445368,"domain_scores_codex":[0.9838618,0.009330742,0.001826457,0.0008298514,0.003594743,0.000556396],"domain_scores_gemma":[0.9903412,0.003939152,0.0006653673,0.001572364,0.002604585,0.0008773512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001745272,0.005034704,0.06161923,0.000131654,0.00002692016,0.000007845202,0.04890122,0.000006946519,0.000002660782,0.0008804974,0.01247026,0.8707435],"study_design_scores_gemma":[0.004730641,0.0009646139,0.4570729,0.01031771,0.00009590638,0.00005755497,0.4950434,0.009584493,0.000008682625,0.004753385,0.01668306,0.0006877118],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956742,0.002521641,0.001251543,0.02242907,0.007867229,0.005810895,0.000006613956,0.0001481124,0.003222906],"genre_scores_gemma":[0.961571,0.00003948175,0.01736124,0.009068751,0.000461128,0.01104539,0.0002987218,0.00005211632,0.0001021304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8700558,"threshold_uncertainty_score":0.9999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1420576605182967,"score_gpt":0.5740720286936812,"score_spread":0.4320143681753845,"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."}}