{"id":"W3190527398","doi":"10.3968/12172","title":"Difficulties and Solutions of Laboratory Safety Education in Colleges and Universities","year":2021,"lang":"en","type":"article","venue":"Canadian social science","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laboratory safety; Control (management); Element (criminal law); Medical education; Engineering ethics; Engineering management; Public relations; Business; Engineering; Political science; Management; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006635618,0.00002928046,0.00005102305,0.00004708563,0.0001550388,0.000009542093,0.00004428464,0.00002449896,0.00001417932],"category_scores_gemma":[0.00002851202,0.00003224778,0.000006043826,0.0003560732,0.0003005469,0.00007654084,0.00003643712,0.00003991041,2.551993e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807456,"about_ca_system_score_gemma":0.0007542248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004627662,"about_ca_topic_score_gemma":0.01305784,"domain_scores_codex":[0.9996756,0.000005600695,0.00005138127,0.00008699681,0.00005811017,0.0001223051],"domain_scores_gemma":[0.9998057,0.00001681956,0.00001060318,0.00002942491,0.00004794409,0.00008953876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009289129,0.00005727993,0.008659288,0.0001636115,0.00001432635,0.00001198354,0.008398877,0.00005215911,0.1450626,0.8205965,0.001405394,0.01556874],"study_design_scores_gemma":[0.001511048,0.00002802607,0.4433294,0.0003296098,0.00006535026,0.000006289418,0.3564819,0.00284542,0.0500357,0.001972612,0.1423347,0.001059929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728259,0.0007502228,0.00002961452,0.001246326,0.00007192789,0.00004778013,0.00005556511,0.000008549713,0.02496409],"genre_scores_gemma":[0.9993614,0.00007746182,0.00007437098,0.0000553835,0.00001592912,6.675202e-7,0.000002189544,0.000001249588,0.0004113279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8186238,"threshold_uncertainty_score":0.7286583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004946228444834912,"score_gpt":0.2063962992962473,"score_spread":0.2014500708514123,"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."}}