{"id":"W4408598094","doi":"10.1016/j.envres.2025.121407","title":"Benzene exposure and risk of colorectal cancer by anatomical subsite in the Norwegian offshore petroleum workers cohort","year":2025,"lang":"en","type":"article","venue":"Environmental Research","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"Norges Forskningsråd; Kreftforeningen","keywords":"Norwegian; Colorectal cancer; Petroleum; Cohort; Submarine pipeline; Benzene; Cohort study; Medicine; Environmental health; Internal medicine; Oncology; Chemistry; Cancer; Geology; Organic chemistry; Geotechnical engineering","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":[0.0003329495,0.0002217747,0.000243314,0.0003998938,0.0002373461,0.0002732904,0.0002085949,0.0002277005,0.001027299],"category_scores_gemma":[0.000704308,0.0002138823,0.0003993099,0.000511787,0.000149433,0.0001488301,0.000316746,0.0002070953,0.0001550282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003405189,"about_ca_system_score_gemma":0.000426271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07736129,"about_ca_topic_score_gemma":0.0854627,"domain_scores_codex":[0.9998068,0.00002975803,0.00001254693,0.00005596668,0.00005306714,0.00004197347],"domain_scores_gemma":[0.9996296,0.00003699465,0.0001545128,0.00003244702,0.00006303009,0.0000833778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001982852,0.00001341279,0.9977761,0.00001118863,0.0000780928,0.0001079366,0.00007400147,0.00007792653,0.0005447336,0.000009179621,0.0001630599,0.000946111],"study_design_scores_gemma":[0.00000702588,0.0000408926,0.9995037,0.000003664067,0.00002377885,0.00007117209,0.00005283343,0.00008815147,0.00002526613,0.000005912357,0.0001758022,0.00000177472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981499,0.0002471872,0.0001013518,0.00002382213,0.000005611254,0.000007648974,0.001247051,0.000002488334,0.0002150465],"genre_scores_gemma":[0.9986414,0.0001614817,0.00007358049,0.00001046273,0.000003426659,0.00001103836,0.0007246586,0.000001499663,0.0003724164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07736129,"threshold_uncertainty_score":0.153822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007354783823040958,"score_gpt":0.289806719115511,"score_spread":0.28245193529247,"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."}}