{"id":"W4383876576","doi":"10.1515/9783111191492-202","title":"Preface","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003677969,0.0002082102,0.0002056749,0.00003559908,0.00001921022,0.000008568373,0.0001838827,0.000265191,0.004643667],"category_scores_gemma":[0.00001257808,0.0001752311,0.0001474124,0.00001682714,0.00002041739,0.00001667221,0.0002118731,0.000324849,0.008721257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005700687,"about_ca_system_score_gemma":0.000004991201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008196525,"about_ca_topic_score_gemma":0.000003982226,"domain_scores_codex":[0.9991809,6.361385e-7,0.0001887619,0.000260631,0.0001948746,0.0001742707],"domain_scores_gemma":[0.9995416,0.0000544646,0.00003555171,0.000279199,0.00001394252,0.00007521569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005198551,0.000004214854,1.101639e-7,0.0001228316,0.0001108209,0.0000181684,0.000008054058,0.0002177578,0.0006668388,0.9467518,0.04674096,0.005353217],"study_design_scores_gemma":[0.00009468971,0.000004945716,7.046954e-7,0.00009769555,0.00003871335,5.848544e-7,0.000001401007,0.000919019,0.001157997,0.02198664,0.9754079,0.0002897211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.765549e-7,0.0000795959,0.001065867,0.0002643833,0.0001827643,0.0001056652,0.00001258161,0.0008022479,0.997486],"genre_scores_gemma":[0.00009791437,0.0003720394,0.0001867046,0.00008849501,0.0002306859,0.00000516189,0.00005649292,0.00008702038,0.9988755],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9286669,"threshold_uncertainty_score":0.9962662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205290754905503,"score_gpt":0.2157589774050177,"score_spread":0.1952299019144674,"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."}}