{"id":"W4393162479","doi":"10.23866/brnrev:2024-m0103","title":"Air pollution and lung cancer","year":2024,"lang":"en","type":"article","venue":"Barcelona Respiratory Network","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lung cancer; Air pollution; Pollution; Environmental science; Medicine; Environmental health; Environmental planning; Oncology; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005393393,0.0001162944,0.0001092599,0.00002101744,0.0002418503,0.00003488003,0.00008248303,0.00008777382,0.001536676],"category_scores_gemma":[0.00001374842,0.0001042903,0.00002932989,0.0002787013,0.0001413691,0.0002017745,0.0001067144,0.0001802756,0.0002158918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002167416,"about_ca_system_score_gemma":0.00005474809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247151,"about_ca_topic_score_gemma":0.0002473862,"domain_scores_codex":[0.9988247,0.00009934203,0.0001811712,0.0002943031,0.0002069779,0.000393578],"domain_scores_gemma":[0.9995516,0.00005149851,0.00002763396,0.0001436446,0.000002883913,0.000222723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004004931,0.00001820216,0.04629739,0.0001884619,0.00002312758,0.00003345068,0.0006693332,0.01703357,0.0002538545,0.004459169,0.8094058,0.1215776],"study_design_scores_gemma":[0.00009825726,0.00004201847,0.1986124,0.0001013673,0.00001545187,0.000002759263,0.0000111541,0.009096675,0.00002689243,0.0008505072,0.7909889,0.0001536911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638982,0.07015415,0.004309471,0.02702351,0.002477327,0.001087873,0.00004378115,0.0007779181,0.03022774],"genre_scores_gemma":[0.9606968,0.0003178544,0.0006476642,0.03608291,0.000993543,0.00004562027,0.000002016459,0.00002826063,0.001185303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152315,"threshold_uncertainty_score":0.9993761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755945153541248,"score_gpt":0.3180476906366592,"score_spread":0.2904882391012467,"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."}}