{"id":"W4385599001","doi":"10.59962/9780774860475-002","title":"Acknowledgments","year":2019,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004421741,0.0001457457,0.0004298127,0.00002256322,0.00005544961,0.00003546331,0.000485359,0.0003814124,0.001846293],"category_scores_gemma":[0.000005856157,0.0003505609,0.0002614676,0.000004875578,0.0001417477,0.00004059708,0.0005254425,0.0003704369,0.0001118528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119967,"about_ca_system_score_gemma":0.00003185856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01902292,"about_ca_topic_score_gemma":0.01224916,"domain_scores_codex":[0.9989027,0.000005608571,0.0001950959,0.0003944836,0.0002820099,0.0002200413],"domain_scores_gemma":[0.9992222,0.00003867436,0.0001630229,0.000368851,0.000100617,0.000106609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001685186,0.0002064647,0.00004010662,0.004018833,0.002398982,0.0009239989,0.0003427464,0.0002179314,0.001688621,0.03077728,0.7230354,0.2361811],"study_design_scores_gemma":[0.0007716561,0.00002384917,0.00002505459,0.000913914,0.0001886241,0.000005486806,0.00001116148,0.0002221136,0.0000558367,0.0006025248,0.9967792,0.0004005491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002613896,0.0002861341,0.0001924771,0.00000316467,0.0001835422,0.0003197493,0.0003639894,0.0001140663,0.9982755],"genre_scores_gemma":[0.001907655,0.0003450275,0.0001870065,0.00001443419,0.0000615792,1.866694e-7,0.00005621961,0.00004339903,0.9973845],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2737438,"threshold_uncertainty_score":0.9998946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113014865888461,"score_gpt":0.1680878082766114,"score_spread":0.1567863216877653,"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."}}