{"id":"W4417051026","doi":"10.2196/70363","title":"Comparing Patient Simulation With a Humanoid Robot or a Human Actor in Terms of Training Success and Acceptance: Pilot Questionnaire Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanoid robot; Robot; Human–robot interaction; Relation (database); Training (meteorology); Simulated patient","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":[0.009222074,0.0005595515,0.0006948188,0.0009231938,0.0007222525,0.001020134,0.0005631502,0.001052342,0.003371352],"category_scores_gemma":[0.01818663,0.0004390631,0.001059606,0.0003424986,0.001056783,0.001194721,0.001233893,0.001178289,0.0006345584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861862,"about_ca_system_score_gemma":0.0006304567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005235273,"about_ca_topic_score_gemma":0.0006348554,"domain_scores_codex":[0.9956937,0.00227033,0.0005590261,0.0003645443,0.0006617241,0.000450633],"domain_scores_gemma":[0.9830199,0.00933988,0.00215435,0.0005540204,0.002542078,0.002389738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003290837,0.02389841,0.7257653,0.001514969,0.0004283812,0.001298668,0.1794097,0.001259658,0.01220797,0.0003890352,0.002204447,0.04833253],"study_design_scores_gemma":[0.0007602394,0.06800202,0.7891934,0.0002718063,0.0002142489,0.001492242,0.122653,0.005192554,0.004060273,0.0002383432,0.007657167,0.0002646802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990759,0.0000245495,0.0002864051,0.00002778824,0.000008543799,0.0002821905,0.00003646868,0.000005325708,0.0002527728],"genre_scores_gemma":[0.9975798,0.00007843963,0.0009690978,0.0001046382,0.0000127078,0.0007923222,0.00007167802,0.000005224526,0.0003860897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009222074,"threshold_uncertainty_score":0.04877156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2343684046879327,"score_gpt":0.5455132312017187,"score_spread":0.3111448265137859,"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."}}