{"id":"W4413826166","doi":"10.1016/j.pecinn.2025.100424","title":"Nonverbal behavior in prognostic communication: A pilot experiment in virtual reality","year":2025,"lang":"en","type":"article","venue":"PEC Innovation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fondation Actuarielle du Canada; Bentley University; Dana-Farber Cancer Institute","keywords":"Nonverbal communication; Virtual reality; Human–computer interaction; Computer science; Psychology; Communication","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005316203,0.000100787,0.0001704855,0.0006796958,0.00005888605,0.00001517333,0.00008689068,0.00007884914,0.0001122698],"category_scores_gemma":[0.0003193483,0.0001139582,0.00001398029,0.002392026,0.00004756677,0.0001029215,0.0000312053,0.0002624106,0.00001283055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008279631,"about_ca_system_score_gemma":0.0006276042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269981,"about_ca_topic_score_gemma":0.0002299025,"domain_scores_codex":[0.9986092,0.0001081764,0.0007018772,0.0002186983,0.0002025514,0.0001594841],"domain_scores_gemma":[0.9987047,0.0002020025,0.0001161065,0.0004481099,0.0005039947,0.00002509251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001830375,0.0008073874,0.9706742,0.00007611187,0.000004137094,0.000002419418,0.001761019,0.0001134822,0.0007986454,0.02263754,0.0004370005,0.002505006],"study_design_scores_gemma":[0.001483789,0.0001756059,0.9932262,0.0002634558,0.00001044577,0.000001856678,0.001599217,0.001511425,0.001050707,0.0003799493,0.0002135075,0.00008382653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879568,0.0001064323,0.0002959444,0.008511292,0.0002551072,0.001262863,0.000003675871,0.00005361818,0.001554266],"genre_scores_gemma":[0.9969814,0.000005717681,0.0004249584,0.001027393,0.000050528,0.0008601107,0.0004066519,0.000009784041,0.0002334268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.022552,"threshold_uncertainty_score":0.4647081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08517754068910792,"score_gpt":0.4275586187474716,"score_spread":0.3423810780583637,"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."}}