{"id":"W4415519671","doi":"10.1016/j.jtho.2025.09.466","title":"P1.17.81 Unveiling the Natural History of Lung Cancer by Sex, Histology, and Nodule Type Using Mathematical Modeling","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Natural history; Lung cancer; Nodule (geology); Solitary pulmonary nodule; Lung","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":[0.001741985,0.0005709006,0.0007848219,0.0009925134,0.0005419436,0.001725075,0.001370057,0.00115869,0.01095399],"category_scores_gemma":[0.006744641,0.0006737261,0.001580277,0.000625041,0.0007158062,0.001301754,0.0009029584,0.00155773,0.001529285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009363801,"about_ca_system_score_gemma":0.00203013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01460857,"about_ca_topic_score_gemma":0.009489805,"domain_scores_codex":[0.9995294,0.0002266908,0.00001226139,0.00009160201,0.00005279233,0.00008731295],"domain_scores_gemma":[0.9969506,0.00215676,0.0003814052,0.0001195654,0.0002126087,0.0001790704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001301548,0.0001639272,0.0237437,0.0001406476,0.0002202948,0.0004120998,0.0001948572,0.7300335,0.001603912,0.210085,0.01121974,0.02205221],"study_design_scores_gemma":[0.00001917399,0.00002635059,0.001467554,0.00002371034,0.00003631078,0.0001334365,0.00002984264,0.9559242,0.0001172918,0.03925312,0.002951876,0.00001707873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1635953,0.001619158,0.7847356,0.008160113,0.0004792586,0.0001559468,0.003433618,0.0006998421,0.03712119],"genre_scores_gemma":[0.8865526,0.001458027,0.06246339,0.001219751,0.0004317217,0.0003722909,0.001390144,0.000533601,0.04557836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01460857,"threshold_uncertainty_score":0.03664476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02733931888511542,"score_gpt":0.4543247194899735,"score_spread":0.4269854006048581,"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."}}