{"id":"W2065623695","doi":"10.1002/cjce.20064","title":"Risk based decision‐making in plant design","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operability; Fault tree analysis; Risk analysis (engineering); Simple (philosophy); Identification (biology); Computer science; Accident (philosophy); Reliability engineering; Engineering; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002809815,0.0001022614,0.0002841423,0.0005409078,0.0001190575,0.00006854995,0.0008084594,0.00006818253,0.0001151722],"category_scores_gemma":[0.006213743,0.00006303465,0.0001730551,0.0008386037,0.0000655324,0.0001189825,0.00001275035,0.0004627999,0.00001677067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287175,"about_ca_system_score_gemma":0.0005749279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008808198,"about_ca_topic_score_gemma":0.001067022,"domain_scores_codex":[0.9982088,0.00008118703,0.0006629455,0.0001164873,0.0006561104,0.0002744538],"domain_scores_gemma":[0.9962506,0.002836476,0.000202875,0.0002502867,0.0001352781,0.0003245274],"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":[0.00004560834,0.000006011757,0.005489466,7.887097e-7,0.00002178075,0.000439597,0.0004524757,0.9827378,0.0006552368,0.00008383469,0.001646476,0.008420859],"study_design_scores_gemma":[0.0007915226,0.0000437974,0.01212065,0.0001965718,0.00004724582,0.0006801668,0.00008221446,0.9643604,0.007398794,0.01055522,0.003394699,0.0003287513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7909521,0.0005927811,0.2071439,0.0009024396,0.0002245304,0.00005334417,0.000009314483,0.000005787772,0.0001158108],"genre_scores_gemma":[0.989611,0.00001217883,0.01019548,0.00008181253,0.00008407342,6.181317e-7,1.824957e-7,0.000008263216,0.000006408955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1986589,"threshold_uncertainty_score":0.743888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04921859776314693,"score_gpt":0.2691034337220926,"score_spread":0.2198848359589456,"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."}}