{"id":"W4379407443","doi":"10.2139/ssrn.4469055","title":"Laboratory Safety and Research Productivity","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Productivity; Business; Engineering; Economics; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004071598,0.00009650358,0.0001255947,0.0001179612,0.0002570351,0.00001985534,0.0001755841,0.00006614413,0.00002319669],"category_scores_gemma":[0.0003050856,0.00008167091,0.00003847884,0.0007268954,0.00006981821,0.0001195604,0.0001542676,0.002494407,0.0001128926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005828234,"about_ca_system_score_gemma":0.0002739188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002651833,"about_ca_topic_score_gemma":0.00005926928,"domain_scores_codex":[0.9972704,0.00007015882,0.0001729583,0.0002196319,0.0003584409,0.001908429],"domain_scores_gemma":[0.9995283,0.0001053385,0.00002459448,0.0001573166,0.00008342499,0.0001009562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005481758,0.0001953482,0.001306999,0.0001871156,0.0005326151,0.0000512466,0.0006581631,0.002259062,0.1952653,0.6421675,0.004022592,0.1528058],"study_design_scores_gemma":[0.003177828,0.000439047,0.005273514,0.0001619025,0.00008212956,0.000249824,0.0041165,0.01168169,0.0339973,0.4633212,0.4763678,0.001131193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705772,0.006734433,0.005171108,0.01195086,0.0003410687,0.0003609585,0.00001070668,0.0004998142,0.004353808],"genre_scores_gemma":[0.9771808,0.01652718,0.00002861112,0.00001849482,0.0005039951,0.000005222085,0.000004238012,0.00002583341,0.005705661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4723452,"threshold_uncertainty_score":0.9998069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403037596683976,"score_gpt":0.2809227994694879,"score_spread":0.2668924235026481,"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."}}