{"id":"W1997074080","doi":"10.1200/jco.2014.58.8335","title":"Subtype Classification of Lung Adenocarcinoma Predicts Benefit From Adjuvant Chemotherapy in Patients Undergoing Complete Resection","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":278,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Cancer Institute; International Association for the Study of Lung Cancer","keywords":"Medicine; Adenocarcinoma; Internal medicine; Hazard ratio; Oncology; Clinical endpoint; Lung cancer; Proportional hazards model; Chemotherapy; Adjuvant chemotherapy; Lung; Clinical trial; Cancer; Breast cancer; Confidence interval","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":[],"consensus_categories":[],"category_scores_codex":[0.001080828,0.00009288661,0.0009198643,0.0001164074,0.00001270285,0.000003856048,0.00008659015,0.000232308,0.00003737872],"category_scores_gemma":[0.001011766,0.0000683184,0.0001797862,0.0001218439,0.00006634052,0.00009012451,0.00001985297,0.0003677011,0.000004557029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008090372,"about_ca_system_score_gemma":0.0009961398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001417979,"about_ca_topic_score_gemma":0.0004125982,"domain_scores_codex":[0.9975016,0.0001837291,0.00164393,0.0001615533,0.0003803374,0.000128897],"domain_scores_gemma":[0.996598,0.0009857196,0.001485142,0.0001678126,0.0005300377,0.0002332971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006890094,0.002198363,0.9685314,0.00002292764,0.0002450482,0.00002862768,0.0001751291,0.00002232178,0.00001973313,0.00004651291,0.00233424,0.01948565],"study_design_scores_gemma":[0.02414344,0.01532825,0.95758,0.0002957355,0.0002214131,0.000007003249,0.00007836577,0.0004027839,0.00006123792,0.0004659185,0.001368226,0.00004767109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937004,0.0008080741,0.00003369469,0.003562021,0.0009861432,0.0002248391,0.000007543508,0.000004242595,0.0006729811],"genre_scores_gemma":[0.9975936,0.0006529458,0.0007297079,0.0004456112,0.0005204076,0.000003889041,0.0000189663,0.00001235088,0.00002250208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01943798,"threshold_uncertainty_score":0.2785943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598527385180584,"score_gpt":0.4324383947818941,"score_spread":0.2725856562638357,"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."}}