{"id":"W2767535624","doi":"10.1002/prs.11942","title":"Learning process safety principles through practice","year":2017,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Association of Commonwealth Universities","keywords":"Process safety; Process safety management; Process (computing); Promotion (chess); Laboratory safety; Safety culture; Engineering; Hazard analysis; Hazard; Safety engineering; Work (physics); System safety; Inherent safety; Hierarchy; Work in process; Risk analysis (engineering); Process management; Computer science; Operations management; Reliability engineering; Business; Medicine; Management; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006661489,0.0005215055,0.0005676411,0.00004353769,0.001600828,0.0003142223,0.001564332,0.0002849509,0.0001848832],"category_scores_gemma":[0.002274405,0.0004589314,0.0001849173,0.0002240666,0.0003935343,0.001803312,0.00061709,0.001071014,0.0001569337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001718727,"about_ca_system_score_gemma":0.00008683172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003574732,"about_ca_topic_score_gemma":0.000004862206,"domain_scores_codex":[0.9964485,0.00005721084,0.0007802374,0.000921519,0.0008538715,0.0009386297],"domain_scores_gemma":[0.997382,0.0002422046,0.0007472535,0.0009704221,0.0004202259,0.0002378412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01749963,0.006732351,0.07614586,0.02637809,0.003648694,0.0007306041,0.03074616,0.3478106,0.003962911,0.1334499,0.0008327002,0.3520625],"study_design_scores_gemma":[0.004653648,0.0002537973,0.003567843,0.00143452,0.0004757703,0.0001049293,0.002955876,0.0718288,0.03962644,0.003685428,0.8688974,0.00251557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06265713,0.009170718,0.0767924,0.05690581,0.002172761,0.005906215,0.0001220128,0.006469593,0.7798034],"genre_scores_gemma":[0.993,0.0005874065,0.003358444,0.0002397394,0.0005103658,0.0002206546,0.00005853425,0.000114644,0.001910229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9303429,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225226420950848,"score_gpt":0.3202707024170607,"score_spread":0.2977480603219759,"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."}}