{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01325465,0.0004190659,0.000403861,0.00278243,0.009934458,0.007486574,0.002964311,0.004533501,0.0106144],"category_scores_gemma":[0.03974114,0.000508969,0.0007917496,0.002687104,0.004922707,0.00542452,0.007843875,0.004460636,0.001108565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01464735,"about_ca_system_score_gemma":0.03882897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03819663,"about_ca_topic_score_gemma":0.02963242,"domain_scores_codex":[0.9751198,0.01054474,0.001425845,0.001855225,0.005763129,0.005291299],"domain_scores_gemma":[0.9639876,0.007337471,0.003930202,0.001479554,0.01056522,0.01269993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002961264,0.001258438,0.1102622,0.001355259,0.0001006918,0.003608987,0.07326441,0.00269488,0.002054069,0.1627828,0.1201051,0.522217],"study_design_scores_gemma":[0.0001366399,0.0003892865,0.0907416,0.002615577,0.00008451656,0.00249594,0.3971063,0.006848865,0.002676948,0.08435465,0.4121162,0.000433387],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4884794,0.009668566,0.01499318,0.3974807,0.003104469,0.0004673543,0.0002378628,0.0005826056,0.08498584],"genre_scores_gemma":[0.9636621,0.002651379,0.007404273,0.01051332,0.0003915894,0.0001315481,0.00009408747,0.00006784891,0.01508381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03819663,"threshold_uncertainty_score":0.1062745,"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."}}