{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006776489,0.0001221793,0.0002881139,0.00006496244,0.00002877961,0.00006431801,0.0005637356,0.00004753595,0.0001181431],"category_scores_gemma":[0.0002526409,0.00008079486,0.00004928012,0.00007623526,0.00003464285,0.000141504,0.00003337831,0.0001313919,0.00001714411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386016,"about_ca_system_score_gemma":0.0005007813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01538839,"about_ca_topic_score_gemma":0.0002206885,"domain_scores_codex":[0.9989136,0.00003559802,0.0004396974,0.00008688895,0.0002618124,0.0002623631],"domain_scores_gemma":[0.9988886,0.00006035569,0.0001652299,0.0001938892,0.0001492969,0.0005426165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000446362,0.00002299413,0.00009923653,0.00001709217,0.00002505313,0.00003604724,0.003493133,0.4235197,0.5723608,0.00002089321,0.0002224961,0.0001380281],"study_design_scores_gemma":[0.0008954541,0.0001960112,0.00001843045,0.000205803,0.00007509659,0.0001303744,0.0003885906,0.006119777,0.9909207,0.00008011608,0.0007613262,0.0002083039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986187,0.0005339624,0.0001440273,0.000231349,0.0003236944,0.0001086004,0.000003161936,0.000009583639,0.00002697751],"genre_scores_gemma":[0.9988748,9.372542e-7,0.0008203042,0.0000365655,0.0002257585,0.000003332258,1.215379e-7,0.00002369129,0.00001452763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.41856,"threshold_uncertainty_score":0.9911682,"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."}}