{"id":"W4414056345","doi":"10.1016/j.jtho.2025.06.025","title":"The International Association for the Study of Lung Cancer Staging Project: The Impact of Common Molecular Alterations on Overall Survival in NSCLC in Initial Analyses of the IASLC Ninth Edition Staging Database","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute; National Institutes of Health; AIO-Studien; International Association for the Study of Lung Cancer; AstraZeneca","keywords":"Lung cancer staging; Lung cancer; Stage (stratigraphy); Overall survival; Ninth; Neoplasm staging; Cancer staging; Tumor stage","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":[0.00640424,0.0008842992,0.001851819,0.003286478,0.0009728288,0.001961705,0.001607979,0.0008488209,0.001932607],"category_scores_gemma":[0.01007289,0.0005704706,0.002231164,0.006288552,0.0004021065,0.001476823,0.003223622,0.001347853,0.0003226536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033272,"about_ca_system_score_gemma":0.002585467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0317382,"about_ca_topic_score_gemma":0.04770542,"domain_scores_codex":[0.9967144,0.001461113,0.0004627274,0.0005853167,0.0004736402,0.0003029179],"domain_scores_gemma":[0.9942847,0.001498073,0.001712504,0.0008029765,0.0008647375,0.000836945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001247347,0.00004211871,0.9860238,0.0001364586,0.001944869,0.00004750651,0.000100951,0.0002968905,0.000322749,0.0001598218,0.0056131,0.004064344],"study_design_scores_gemma":[0.0001146318,0.00004590718,0.9970365,0.00002438705,0.0007581154,0.00007752251,0.0001122716,0.0005465648,0.00007504122,0.00008476623,0.001112409,0.00001193884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691698,0.002804026,0.001125416,0.001300537,0.0002032738,0.0002281673,0.122973,0.00007436402,0.00212153],"genre_scores_gemma":[0.9032997,0.001136009,0.001993831,0.000335604,0.0001643805,0.0004885478,0.09158513,0.0001004313,0.0008961885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0317382,"threshold_uncertainty_score":0.06310689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04997696329678752,"score_gpt":0.5594834934295361,"score_spread":0.5095065301327486,"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."}}