{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003258869,0.0008998995,0.000557576,0.0002765621,0.0006419757,0.0006482361,0.001078079,0.001041106,0.005037595],"category_scores_gemma":[0.007717873,0.0005451272,0.000542979,0.0001477648,0.0009530363,0.0007782221,0.0009702995,0.001608854,0.0004862074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652569,"about_ca_system_score_gemma":0.0007473742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004985955,"about_ca_topic_score_gemma":0.0004933616,"domain_scores_codex":[0.9978973,0.001230388,0.0001538555,0.0002614447,0.0002081459,0.000248881],"domain_scores_gemma":[0.9914743,0.006355078,0.0004517492,0.0006966428,0.0003162211,0.0007060817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.06415188,0.426845,0.02396782,0.002181679,0.0002670221,0.001863547,0.05649665,0.005774281,0.3164226,0.002090741,0.001475682,0.09846317],"study_design_scores_gemma":[0.01533745,0.8712701,0.04480397,0.0001414039,0.000312405,0.000648242,0.006016236,0.01018914,0.04560402,0.001486598,0.003999951,0.0001906694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971427,0.00001591725,0.001384009,0.00005016349,0.00002126293,0.0009131617,0.00004283187,0.00001930418,0.0004106278],"genre_scores_gemma":[0.9819174,0.00008072057,0.01166512,0.0001306206,0.00004136745,0.004931659,0.00009986365,0.00001594241,0.001117414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005037595,"threshold_uncertainty_score":0.01723474,"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."}}