{"id":"W4401029882","doi":"10.1016/j.lungcan.2024.107898","title":"Treatment patterns and outcomes in KRAS‐positive advanced NSCLC patients previously treated with immune checkpoint inhibitors: A Canada-wide real-world, multi-center, retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"William Osler Health System; London Health Sciences Centre; Brampton Civic Hospital; CancerCare Manitoba; Ottawa Hospital; University Health Network; Occupational Cancer Research Centre; Juravinski Cancer Centre; University of Ottawa; Jewish General Hospital; Queen Elizabeth II Health Sciences Centre; Princess Margaret Cancer Centre; University of Calgary; Centre Hospitalier de l’Université de Montréal; Hamilton Health Sciences","funders":"Canadian Institutes of Health Research; Amgen Canada; Amgen","keywords":"Medicine; Oncology; Retrospective cohort study; Internal medicine; Cohort; KRAS; Center (category theory); Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000416881,0.0003874316,0.0005749722,0.001101112,0.001452329,0.001383749,0.001119972,0.0007328133,0.001523218],"category_scores_gemma":[0.001425004,0.0004857213,0.0007998019,0.003461941,0.0006834968,0.0005377975,0.0008079142,0.0009766277,0.000252931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009399376,"about_ca_system_score_gemma":0.01045456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8508632,"about_ca_topic_score_gemma":0.9062982,"domain_scores_codex":[0.9990681,0.000061709,0.00006334415,0.0002685015,0.000181922,0.0003564963],"domain_scores_gemma":[0.9981372,0.0001122306,0.0005957387,0.0001122036,0.0004999203,0.0005426443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009629256,0.00002174514,0.9984599,0.00000920438,0.00008145181,0.0000639594,0.00009443351,0.00004608132,0.0001400599,0.00002662233,0.0003889076,0.0005713814],"study_design_scores_gemma":[0.00001428309,0.00002798102,0.9985504,0.00001292513,0.00005259621,0.0001836422,0.0005101594,0.000162955,0.00004048946,0.00001793747,0.0004159087,0.00001065201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941503,0.0005242999,0.00005834918,0.0001548672,0.000008466602,0.00001971533,0.004509693,0.000006326834,0.0005679239],"genre_scores_gemma":[0.9966864,0.0003533927,0.00007728385,0.00009306435,0.000008379739,0.00001113944,0.002518206,0.00000697984,0.0002451192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1491368,"threshold_uncertainty_score":0.3000302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005912470398139684,"score_gpt":0.2813525394892368,"score_spread":0.2754400690910971,"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."}}