{"id":"W2090794683","doi":"10.1002/cjce.22191","title":"A modelling study of a new malignant hyperthermia diagnosis device","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Thermal properties of materials","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Malignant hyperthermia; Medicine; Anesthetic; Intensive care medicine; Anesthesia; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002884263,0.0005588657,0.0007009181,0.0003548035,0.0006230673,0.001209103,0.0009082638,0.002079713,0.002941204],"category_scores_gemma":[0.0007859224,0.0003466607,0.0008511648,0.0002194293,0.0007125427,0.0008071832,0.000634585,0.0006602388,0.0004122122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007448015,"about_ca_system_score_gemma":0.0007929735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00626584,"about_ca_topic_score_gemma":0.002278445,"domain_scores_codex":[0.9998088,0.00004223641,0.000008116987,0.00004476908,0.00006357001,0.00003259248],"domain_scores_gemma":[0.9997405,0.0001231794,0.0000379217,0.00001745026,0.00006473154,0.00001620366],"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":[0.00008024775,0.00004133993,0.0008467212,0.0001336651,0.00002368331,0.000252365,0.0001185648,0.9773659,0.01255177,0.004796755,0.0003923772,0.003396648],"study_design_scores_gemma":[0.000009936488,0.00005230005,0.0002234918,0.00000726601,0.00001107464,0.00003444498,0.0000171274,0.9973959,0.00111867,0.000294665,0.0008268342,0.000008321906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4094265,0.001903469,0.5138065,0.001859365,0.0004880143,0.0004775144,0.0007376741,0.0007104637,0.07059053],"genre_scores_gemma":[0.9745549,0.0005036143,0.01004682,0.00007088069,0.0000201351,0.0001990812,0.00009614534,0.00002734884,0.01448108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00626584,"threshold_uncertainty_score":0.01245874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05362199232562207,"score_gpt":0.2199907607653528,"score_spread":0.1663687684397307,"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."}}