{"id":"W4378171957","doi":"10.1007/s10439-023-03235-9","title":"Advancing Commotio cordis Safety Standards Using the Total Human Models for Safety (THUMS)","year":2023,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Cardiovascular Effects of Exercise","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Cardiology; Ventricle; Internal medicine; Medicine","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":[0.002618133,0.0002158343,0.0006598026,0.0002535194,0.0001570519,0.00001474566,0.0001667838,0.0001336478,0.00002566724],"category_scores_gemma":[0.0007693714,0.0001676158,0.0005922873,0.0006113733,0.0001362603,0.0001154743,0.0001417227,0.0002416712,0.000002232334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009548508,"about_ca_system_score_gemma":0.0001156579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000453052,"about_ca_topic_score_gemma":0.00000125857,"domain_scores_codex":[0.9977611,0.00003539308,0.0005086791,0.0002624278,0.0008877536,0.0005445979],"domain_scores_gemma":[0.9985029,0.000394566,0.00007664559,0.0004995354,0.0002672379,0.000259081],"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":[0.001282054,0.0002908559,0.00004773989,0.003333864,0.002175722,0.0001900614,0.0010652,0.7769626,0.122742,0.002759312,0.01059527,0.07855532],"study_design_scores_gemma":[0.003023381,0.000499692,0.002087011,0.001411437,0.0003353942,0.0001280058,0.0002190634,0.9660823,0.008471817,0.000312558,0.01703596,0.0003933629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4127506,0.00118042,0.5795317,0.003055792,0.0006879682,0.001555355,0.0005061856,0.0004466114,0.0002854326],"genre_scores_gemma":[0.9971637,0.0001794488,0.001844839,0.0001117711,0.0004120584,0.00002677306,0.0001365384,0.00007485278,0.00005003761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5844131,"threshold_uncertainty_score":0.6835174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03193899379129304,"score_gpt":0.3364722914468607,"score_spread":0.3045332976555676,"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."}}