{"id":"W4377092470","doi":"10.3390/cancers15102836","title":"How Does Environmental and Occupational Exposure Contribute to Carcinogenesis in Genitourinary and Lung Cancers?","year":2023,"lang":"en","type":"review","venue":"Cancers","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Takeda Oncology; F. Hoffmann-La Roche; Pfizer Canada; BeiGene; Sanofi; Amgen; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Genitourinary system; Lung cancer; Carcinogenesis; Medicine; Cancer; Carcinogen; Occupational cancer; Oncology; Occupational exposure; Environmental health; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005970119,0.0003124347,0.0007671562,0.0001780746,0.0000693179,0.00002618677,0.00006098223,0.0001384265,0.00006548181],"category_scores_gemma":[0.00001947612,0.0002373316,0.0001176673,0.0001186408,0.000114083,0.00006901669,0.0001074751,0.0001377423,0.00001203486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002837168,"about_ca_system_score_gemma":0.0004500728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003301405,"about_ca_topic_score_gemma":0.0001246278,"domain_scores_codex":[0.9987011,0.00004090767,0.0002475401,0.0004868674,0.0002689795,0.0002546137],"domain_scores_gemma":[0.9993628,0.00008453234,0.00009143378,0.0001588042,0.000005203908,0.0002972049],"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":[0.0007113899,0.00006468706,0.4116786,0.02883979,0.0008485299,0.0006622648,0.000261893,0.00005694869,0.000059407,0.00002304883,0.004219791,0.5525737],"study_design_scores_gemma":[0.001376556,0.0002989978,0.3974271,0.007083552,0.001773904,0.00008495939,0.0003246029,0.00003173376,0.000008887127,0.0000136019,0.5908728,0.0007032994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04491545,0.9512309,0.000001577766,0.0001193547,0.0001813123,0.0009607002,0.002552809,0.0000212813,0.00001663432],"genre_scores_gemma":[0.01710563,0.9801202,0.00004276654,0.0001444432,0.0003291686,0.0004148583,0.0008732076,0.00004779429,0.0009218669],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.586653,"threshold_uncertainty_score":0.9678103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823907692889092,"score_gpt":0.3020138931611109,"score_spread":0.27377481623222,"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."}}