{"id":"W4406016448","doi":"10.2196/63082","title":"Virtual Simulation Tools for Communication Skills Training in Health Care Professionals: Literature Review","year":2025,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health professionals; Training (meteorology); Medical education; Health care; Psychology; Computer science; Knowledge management; Multimedia; Medicine; World Wide Web; Political 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"],"consensus_categories":[],"category_scores_codex":[0.001861202,0.0005316291,0.002258997,0.0008491851,0.0002456743,0.000066793,0.0004165185,0.001079456,0.0003160671],"category_scores_gemma":[0.008703313,0.0004657005,0.0004815019,0.001851396,0.00007055819,0.0002937832,0.00005904403,0.001544924,0.00001853727],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212308,"about_ca_system_score_gemma":0.05994242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001854432,"about_ca_topic_score_gemma":0.00001524793,"domain_scores_codex":[0.9940041,0.001206451,0.00260208,0.0007692088,0.0009437114,0.0004744739],"domain_scores_gemma":[0.9901485,0.005633784,0.001192948,0.001125105,0.001338906,0.000560731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001286984,0.0004214082,0.00001368303,0.2612712,0.00002171128,4.671144e-7,0.00773276,0.000004889203,1.299756e-9,0.0004719901,0.008260974,0.721788],"study_design_scores_gemma":[0.0003666049,0.00007654176,0.00005402815,0.4823464,0.0001272224,0.00001021549,0.002639706,0.00007202463,1.806729e-8,0.00003164853,0.5140839,0.0001916531],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007520336,0.9697869,0.0001228417,0.01388206,0.001539273,0.01423398,0.0001004724,0.0001034523,0.0002234808],"genre_scores_gemma":[0.0004071442,0.9427953,0.001171274,0.01340893,0.0009043995,0.0110098,0.029275,0.00007693069,0.0009511834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7215964,"threshold_uncertainty_score":0.9997795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06837666744118151,"score_gpt":0.5432974463316207,"score_spread":0.4749207788904392,"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."}}