{"id":"W7110442048","doi":"10.63332/joph.v4i2.3751","title":"Workplace Safety and Efficiency in Laboratories: A Comprehensive Review","year":2024,"lang":"","type":"article","venue":"Journal of Posthumanism","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Workflow; Safety culture; Hazard; Quality (philosophy); Foundation (evidence); Hazard analysis; Safety engineering; Personal protective equipment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002609171,0.001124853,0.002025876,0.004519157,0.0003985222,0.002394771,0.001396682,0.001645735,0.003456622],"category_scores_gemma":[0.007123539,0.00047484,0.00181148,0.004365942,0.0007216625,0.002041192,0.001280442,0.001186015,0.0006298327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150946,"about_ca_system_score_gemma":0.005282113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003671002,"about_ca_topic_score_gemma":0.004890186,"domain_scores_codex":[0.9982427,0.0005070151,0.0004636383,0.000194211,0.0005085056,0.00008394517],"domain_scores_gemma":[0.9933216,0.004862559,0.0009053895,0.00008948085,0.0007022981,0.0001186544],"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":[0.0001014554,0.00007812079,0.0006617818,0.1989099,0.000594989,0.0001364948,0.0003025933,0.0005060101,0.0003571521,0.002692146,0.01566697,0.7799924],"study_design_scores_gemma":[0.00004003271,0.0003973391,0.00698437,0.2151871,0.003156548,0.001494718,0.0005969395,0.0002510175,0.0006788024,0.002595704,0.7685215,0.00009588258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001175864,0.999294,0.00006683805,0.000173125,0.00006385546,0.000004899151,0.00001728848,0.0000027933,0.0002595204],"genre_scores_gemma":[0.001131625,0.9984665,0.0001268444,0.0001268209,0.00006590006,0.000008317232,0.00002186364,0.000001197363,0.00005090877],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004519157,"threshold_uncertainty_score":0.01379871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009188278537693672,"score_gpt":0.2600886277591696,"score_spread":0.250900349221476,"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."}}