{"id":"W4406424343","doi":"10.2196/66201","title":"HUMAn, a Real-Time Evolutive Patient Model for Major Incident Simulation: Development and Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Computer science; Systems engineering; Engineering; World Wide Web","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":[0.003356824,0.0007700719,0.0004408353,0.000483304,0.0002889126,0.0007459807,0.001633319,0.000878014,0.001982864],"category_scores_gemma":[0.006354065,0.0004168245,0.0006305727,0.0002277647,0.0006490725,0.0005207711,0.0009534486,0.0006950125,0.0002584543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008276413,"about_ca_system_score_gemma":0.002105331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003363058,"about_ca_topic_score_gemma":0.002417183,"domain_scores_codex":[0.9991474,0.0005057242,0.0000467518,0.00007988064,0.0001685367,0.00005166476],"domain_scores_gemma":[0.9957103,0.002811354,0.0002795682,0.0003176133,0.0006905925,0.0001907072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003599314,0.0004122565,0.005402822,0.0003969983,0.0000551609,0.0002398428,0.0003999861,0.9615695,0.00402657,0.003858153,0.0007885728,0.02249026],"study_design_scores_gemma":[0.00008837201,0.0006184978,0.001030736,0.00004836908,0.00003317091,0.00007120401,0.00006673978,0.9919981,0.002239656,0.0007307182,0.003056717,0.00001771205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4645895,0.0005046268,0.5219936,0.0004340396,0.0001615786,0.002438226,0.0006619728,0.001409425,0.007807146],"genre_scores_gemma":[0.7988597,0.0003637359,0.1969464,0.0000916443,0.00001920443,0.001146067,0.0005343427,0.0001127624,0.001926142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003363058,"threshold_uncertainty_score":0.01775283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201793620839333,"score_gpt":0.5066391065734019,"score_spread":0.3864597444894686,"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."}}