{"id":"W4403420103","doi":"10.1016/j.jtho.2024.09.195","title":"MA13.08 PM2.5 Exposure Impact on Never-Smoking Lung Cancer Patients","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Foundation","funders":"","keywords":"Medicine; Lung cancer; Environmental health; Oncology","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":[0.0002538677,0.0002376249,0.0003497696,0.0002195276,0.0004462186,0.0007875909,0.0003650338,0.0005675022,0.006082259],"category_scores_gemma":[0.001213887,0.000190277,0.0009076552,0.0005099742,0.0001210089,0.0003483676,0.0005385284,0.0008720148,0.0005491928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004787557,"about_ca_system_score_gemma":0.0007301978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01691982,"about_ca_topic_score_gemma":0.02245494,"domain_scores_codex":[0.9996804,0.00006016939,0.00002542351,0.00008956154,0.00004491976,0.00009961038],"domain_scores_gemma":[0.9994624,0.0001049049,0.0001391695,0.00003153417,0.0001137411,0.0001481768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008295043,0.0000643183,0.9916763,0.00006354127,0.0002350244,0.0001121531,0.00009749366,0.0001079829,0.0005123483,0.00005638848,0.001330924,0.004914001],"study_design_scores_gemma":[0.00001247513,0.0001360625,0.99777,0.00001611053,0.0001957544,0.0001383555,0.0002129312,0.0002474617,0.0001012723,0.00007445378,0.001088164,0.000007050147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906284,0.001648072,0.0001011288,0.0005912477,0.00009458186,0.00001174532,0.004500934,0.00001742875,0.002406348],"genre_scores_gemma":[0.9969385,0.0002537617,0.00003266677,0.0001221929,0.00006179649,0.000008262791,0.001257851,0.000006575107,0.00131846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01691982,"threshold_uncertainty_score":0.03364265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205690950857217,"score_gpt":0.4533723633850562,"score_spread":0.421315453876484,"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."}}