{"id":"W4375863280","doi":"10.5603/njo.a2023.0012","title":"Non-smoking lung cancer and environmental exposure","year":2023,"lang":"en","type":"article","venue":"Nowotwory Journal of Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Environmental health; Medicine; Quarter (Canadian coin); Cancer; Tobacco control; Tobacco smoke; Oncology; Public health; Internal medicine; Pathology; Geography","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":[0.0002245548,0.00009282598,0.0003235981,0.0001209317,0.00005309421,0.00000621459,0.00004333977,0.00008667631,0.0001965961],"category_scores_gemma":[0.000008344641,0.00006963906,0.00008309008,0.0000839195,0.00005664521,0.00005632182,0.00003433439,0.0002065512,0.000006114663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006265685,"about_ca_system_score_gemma":0.0001767725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009961905,"about_ca_topic_score_gemma":0.00001519421,"domain_scores_codex":[0.9992599,0.00002163097,0.0002602561,0.0001100172,0.0001704619,0.00017766],"domain_scores_gemma":[0.999494,0.00008603722,0.0001780497,0.00007931437,0.00002389969,0.0001387039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00022935,0.0002270214,0.9098231,0.00006175505,0.0004970679,0.00142631,0.0008017504,0.0001037564,0.001567929,0.0000111794,0.02292854,0.06232222],"study_design_scores_gemma":[0.006471885,0.002435118,0.9420221,0.0003324673,0.0006933984,0.001138858,0.0005398606,0.0002215791,0.0009929956,0.00003472827,0.0450067,0.0001103487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907236,0.004599317,0.000006124702,0.003038398,0.0006626426,0.0001204387,0.000005921753,0.000009032377,0.0008345427],"genre_scores_gemma":[0.9910473,0.007397273,0.0001063449,0.0005260512,0.0005499551,0.00001544772,0.000004281836,0.00001448251,0.0003388659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06221187,"threshold_uncertainty_score":0.2839798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567744461924164,"score_gpt":0.3305320984104748,"score_spread":0.3148546537912332,"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."}}