{"id":"W2378526054","doi":"","title":"Management and Enlightenment on Laboratory Safety and Environmental Protection of National Research Council in Canada","year":2011,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Engineering; Management system; Enlightenment; Laboratory safety; Engineering management; Environmental management system; Safety culture; Environmental safety; Business; Management; Operations management; Political science; Environmental health; Medicine; Law","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":[0.002883175,0.00009453676,0.0001244631,0.0002046565,0.00008829479,0.00001228994,0.00007010184,0.00005904971,0.00003436655],"category_scores_gemma":[0.0001519838,0.00009091286,0.000005084184,0.000466708,0.0001603633,0.0001993692,0.0001331699,0.0003943251,0.000002862594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002650972,"about_ca_system_score_gemma":0.0003736667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03146819,"about_ca_topic_score_gemma":0.05239239,"domain_scores_codex":[0.9973054,0.0001467522,0.0002707487,0.0002926203,0.001708879,0.0002756335],"domain_scores_gemma":[0.9993849,0.0001099378,0.00002913549,0.0001146758,0.0002559891,0.0001054019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01984924,0.007048804,0.07207673,0.00843228,0.000730652,0.001130307,0.0453033,0.006077819,0.4142871,0.3176569,0.01682775,0.09057914],"study_design_scores_gemma":[0.01834272,0.002612026,0.2088345,0.002556983,0.00002760194,0.000007234005,0.08642577,0.0548434,0.3624183,0.03041628,0.2309532,0.002562092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991387,0.00126168,0.0001106509,0.0004850136,0.00004999337,0.000979121,0.0001187212,0.00001482285,0.005592966],"genre_scores_gemma":[0.9967126,0.002938127,0.00009662446,0.00002023422,0.00002129937,0.0001304493,0.000008727843,0.000009996283,0.00006197507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2872406,"threshold_uncertainty_score":0.9749814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100176698803171,"score_gpt":0.2695086964730994,"score_spread":0.1693319976699284,"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."}}