{"id":"W2515816044","doi":"10.1016/b978-0-12-803765-2.00011-1","title":"Assessing the Severity of Runaway Reactions","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Thermal and Kinetic Analysis","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Thermal runaway; Exothermic reaction; Hazardous waste; Risk analysis (engineering); Process safety; Process (computing); Computer science; Risk assessment; Biochemical engineering; Forensic engineering; Reliability engineering; Engineering; Chemistry; Work in process; Waste management; Computer security; Operations management; Business; Thermodynamics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00100621,0.001094825,0.0006919842,0.0023916,0.0003387732,0.002276565,0.0009852017,0.0009502468,0.01608419],"category_scores_gemma":[0.002506418,0.0003564396,0.0004437351,0.001318913,0.0003993526,0.001082384,0.0007268909,0.0007372089,0.007127105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003492558,"about_ca_system_score_gemma":0.0003089392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529146,"about_ca_topic_score_gemma":0.003103415,"domain_scores_codex":[0.9989932,0.00008388747,0.00005977144,0.0001511852,0.0006532773,0.00005865814],"domain_scores_gemma":[0.998936,0.0003559408,0.0002149601,0.00009586299,0.0003304661,0.00006675386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005887193,0.0001896913,0.05547669,0.0008679963,0.0001827423,0.0005873252,0.00038834,0.01421375,0.170378,0.003482712,0.01866318,0.7349808],"study_design_scores_gemma":[0.00004010199,0.001070164,0.2308205,0.0007205816,0.0004090013,0.004889872,0.001889036,0.09338906,0.510581,0.03031552,0.125381,0.0004941205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4857718,0.02214439,0.2290242,0.0007670383,0.001254203,0.0003926682,0.007678805,0.00825044,0.2447165],"genre_scores_gemma":[0.7496981,0.009686586,0.1140112,0.0002987152,0.0001585261,0.0001400694,0.004956737,0.001870786,0.1191792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01608419,"threshold_uncertainty_score":0.05380696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173259701955993,"score_gpt":0.2677917678287114,"score_spread":0.2460591708091515,"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."}}