{"id":"W7096349737","doi":"","title":"Peter Angood: National Perspective on Leadership Issues and Closing Remarks","year":2009,"lang":"en","type":"article","venue":"","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Closing (real estate); Perspective (graphical); Code (set theory); Key (lock); Join (topology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006891535,0.00009430476,0.00008575862,0.00003354294,0.00003827302,0.00002034063,0.0000553579,0.00005423354,0.0001845929],"category_scores_gemma":[0.00007495646,0.00007679569,0.00003708616,0.00006416764,0.00001753923,0.00006212377,0.0000181229,0.0001389519,0.00003094246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534474,"about_ca_system_score_gemma":0.000002926368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002325064,"about_ca_topic_score_gemma":0.000002596537,"domain_scores_codex":[0.9993713,0.000006111067,0.0000886304,0.0001930532,0.0001866895,0.000154191],"domain_scores_gemma":[0.9997764,0.00005470207,0.00001419124,0.00006923636,0.00003420798,0.00005130198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001990818,0.000289415,0.00007132076,0.00006314339,0.0001076698,0.00001479533,0.001484359,0.0008998647,0.09889973,0.8616268,0.02425606,0.01208776],"study_design_scores_gemma":[0.005906466,0.0009014508,0.02297145,0.0008199681,0.0001639106,0.00004713918,0.007310523,0.07120247,0.5665438,0.1616189,0.1593423,0.003171674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02594328,0.001069042,0.002916449,0.05891619,0.00009029487,0.0002393562,0.000004735781,0.0004257846,0.9103948],"genre_scores_gemma":[0.9895881,0.00003913796,0.00137469,0.002123863,0.0002096991,0.000001607146,0.000004415562,0.000007220009,0.006651277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9636448,"threshold_uncertainty_score":0.3131637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659106385434691,"score_gpt":0.2803551085519203,"score_spread":0.2537640446975734,"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."}}