{"id":"W2910133491","doi":"10.1097/coc.0000000000000513","title":"Survival Implications of De Novo Versus Recurrent Metastatic Non–Small Cell Lung Cancer","year":2019,"lang":"en","type":"article","venue":"American Journal of Clinical Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cohort; Internal medicine; Oncology; Retrospective cohort study; Lung cancer; Cancer; Performance status; Multivariate analysis; Stage (stratigraphy); Radiation therapy; Disease","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":[0.0006878981,0.0001080647,0.001056167,0.00009265506,0.00002190268,0.00000336092,0.000140498,0.00005184116,0.0002366958],"category_scores_gemma":[0.0002692577,0.00007991533,0.0003426112,0.0002258646,0.000213598,0.00003967374,0.0000257059,0.0003702421,0.00001104009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002948734,"about_ca_system_score_gemma":0.003325674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001716358,"about_ca_topic_score_gemma":0.00008284945,"domain_scores_codex":[0.9981089,0.0002106059,0.001152626,0.0001535987,0.0001625535,0.0002117165],"domain_scores_gemma":[0.9959775,0.001614249,0.001485358,0.0002094353,0.0004256283,0.0002878099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004202889,0.002390408,0.6326207,0.00008893335,0.002005397,0.00006515775,0.0006490397,0.0001916562,0.0006824925,0.0001921705,0.001151721,0.3557595],"study_design_scores_gemma":[0.02748046,0.03743086,0.882135,0.0002297318,0.006735854,0.0001690578,0.00214504,0.0002553465,0.0002195136,0.0001122476,0.04285462,0.0002322545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984638,0.0005032209,0.0008257704,0.004754134,0.001480579,0.0002792446,0.00002372335,0.000004763998,0.007490602],"genre_scores_gemma":[0.98752,0.001064333,0.01026765,0.0005922586,0.000275617,0.00001490704,0.000004336111,0.00001613257,0.000244723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3555272,"threshold_uncertainty_score":0.5899602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08079565904110957,"score_gpt":0.517913950960586,"score_spread":0.4371182919194764,"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."}}