{"id":"W4396823300","doi":"10.11836/jeom21428","title":"Application of three statistical models in association between polycyclic aromatic hydrocarbons exposure and cognitive level in workers","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Association (psychology); Polycyclic aromatic hydrocarbon; Cognition; Environmental chemistry; Environmental science; Chemistry; Psychology; Psychiatry","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":[0.009310492,0.0002432815,0.001044818,0.002120129,0.0001940261,0.0007005102,0.002201268,0.0001155254,0.0006153772],"category_scores_gemma":[0.004688023,0.0002318431,0.00009749944,0.002718121,0.000109255,0.001766647,0.001329564,0.0005773082,0.000005169511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849856,"about_ca_system_score_gemma":0.0001633268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575875,"about_ca_topic_score_gemma":0.0005505558,"domain_scores_codex":[0.9926538,0.001266854,0.002245646,0.0006685479,0.002796975,0.0003682144],"domain_scores_gemma":[0.9885827,0.008720735,0.001994466,0.000438686,0.00009664409,0.000166804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001584345,0.000156494,0.9114895,0.000006545825,0.00005406694,0.0000105352,0.0005247529,0.0006846744,0.002495099,0.0000490904,0.000418531,0.08395228],"study_design_scores_gemma":[0.0008468917,0.00001280332,0.8185157,0.0001355073,0.00003883989,0.000002528572,0.000639683,0.01614074,0.0002140484,0.1632286,0.00003181273,0.0001928019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390756,0.001575275,0.05762252,0.000141005,0.000138145,0.0007389223,0.0002166376,0.000009759427,0.0004820787],"genre_scores_gemma":[0.9984214,0.00009086522,0.001179676,0.00006737921,0.00003144199,0.0001227008,0.00001831644,0.00002761406,0.00004059623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631795,"threshold_uncertainty_score":0.9454286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.481171343878448,"score_gpt":0.5819117153765053,"score_spread":0.1007403714980574,"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."}}