{"id":"W4296760522","doi":"10.21203/rs.3.rs-1770054/v1","title":"Non-Small-Cell Lung Cancer Promotion by Air Pollutants","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; Vancouver Coastal Health","funders":"National Cancer Institute; National Human Genome Research Institute; Japan Society for the Promotion of Science; LUNGevity Foundation; Entertainment Industry Foundation; Ministry of Science and ICT, South Korea; Stand Up To Cancer; National Research Foundation of Korea; Medical Research Council; Peking University People's Hospital; National Natural Science Foundation of China; Royal Society; Korea Health Industry Development Institute; Chang Gung Medical Foundation; National Institute for Health and Care Research; Peking University; Wellcome Trust; University College London; Cancer Research UK; American Association for Cancer Research; National Research Foundation; Chinese Academy of Medical Sciences; Francis Crick Institute; Rosetrees Trust; European Commission; Breast Cancer Research Foundation","keywords":"Pollutant; Promotion (chess); Lung cancer; Air pollutants; Environmental science; Business; Environmental health; Medicine; Oncology; Political science; Air pollution; Biology; Ecology","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":[0.0001819718,0.0001440844,0.000166541,0.0006751572,0.0002005421,0.0003788563,0.0001157901,0.000137329,0.002282738],"category_scores_gemma":[0.0001605377,0.00009911945,0.0002185111,0.0006957173,0.0001404622,0.000149121,0.0002351594,0.0001610122,0.0003454931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001661069,"about_ca_system_score_gemma":0.000156509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003226374,"about_ca_topic_score_gemma":0.003899789,"domain_scores_codex":[0.9998459,0.00002309812,0.00001296472,0.00003309651,0.00005256665,0.00003240871],"domain_scores_gemma":[0.9997465,0.00003320523,0.00008704074,0.00002438445,0.00006128258,0.00004769079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005021078,0.00005488978,0.5772658,0.0001652268,0.00007538534,0.0004095795,0.000134968,0.0000945635,0.4140072,0.00008648891,0.0004193918,0.006784519],"study_design_scores_gemma":[0.000002768831,0.0001013755,0.9816487,0.000004345784,0.00001654801,0.0003311915,0.00009111742,0.00009848206,0.01662418,0.00003695706,0.001041992,0.000002364342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950262,0.001470382,0.0004706438,0.00003564948,0.000008423252,0.00002250774,0.001528272,0.00002851847,0.001409395],"genre_scores_gemma":[0.9973581,0.0002944317,0.00016569,0.0000231652,0.000007202362,0.00001209338,0.001158017,0.000003578457,0.0009777121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003226374,"threshold_uncertainty_score":0.007636547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09510071166245232,"score_gpt":0.4313682388728814,"score_spread":0.3362675272104291,"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."}}