{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003830824,0.0009584662,0.002261676,0.00883431,0.0005402422,0.002194691,0.001857604,0.001941532,0.005175056],"category_scores_gemma":[0.01784333,0.0004865278,0.002364757,0.008281562,0.0007152478,0.002020179,0.001281143,0.0009055764,0.0005767536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143226,"about_ca_system_score_gemma":0.005526905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002883688,"about_ca_topic_score_gemma":0.003998861,"domain_scores_codex":[0.9971957,0.001011139,0.0008792775,0.0002045386,0.000604928,0.0001043461],"domain_scores_gemma":[0.9746876,0.02169719,0.001814865,0.0002484526,0.001302308,0.0002495892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001620126,0.0001274849,0.0008213933,0.5108297,0.0007277523,0.000158537,0.0005526991,0.0003340167,0.0002069326,0.000977463,0.005519341,0.4795827],"study_design_scores_gemma":[0.00009993213,0.0003634689,0.005796129,0.860162,0.007156605,0.001421266,0.001104296,0.0003302051,0.0003948937,0.0009917989,0.1221199,0.00005962043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005037365,0.9985852,0.0001263819,0.0001650868,0.00007702931,0.00004066579,0.00004404865,0.000006253513,0.0004515946],"genre_scores_gemma":[0.005643079,0.9934571,0.0004609411,0.0001716428,0.00006559127,0.00008247358,0.00005749144,0.000002653676,0.00005900088],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00883431,"threshold_uncertainty_score":0.02025956,"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."}}