{"id":"W4309942201","doi":"10.1016/j.lungcan.2022.11.017","title":"The impact of population-based EGFR testing in non-squamous metastatic non-small cell lung cancer in Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Internal medicine; Oncology; Lung cancer; Population; Proportional hazards model; Epidermal growth factor receptor; Clinical trial; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513902,0.0002034743,0.00035888,0.0001377411,0.0001948341,0.00001369912,0.0001354518,0.00002530551,0.0003325602],"category_scores_gemma":[0.00006374565,0.0001508087,0.00008990567,0.0007690132,0.00001942933,0.00004533457,0.00003581116,0.0002644523,2.584134e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005729288,"about_ca_system_score_gemma":0.005110833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935699,"about_ca_topic_score_gemma":0.9748308,"domain_scores_codex":[0.9984819,0.00006641443,0.0004380323,0.0002804201,0.0003239948,0.0004092913],"domain_scores_gemma":[0.998749,0.0005625396,0.0002223165,0.0002793069,0.00008795792,0.00009894135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008058449,0.0001019443,0.7400124,0.0001582822,0.0001054626,0.00003315117,0.0006284652,0.2565457,0.0001498992,0.000003389554,0.001087335,0.001093396],"study_design_scores_gemma":[0.003287067,0.0001186456,0.8255101,0.0002031511,0.0003495908,0.000002845952,0.0002899131,0.1697772,0.000140183,0.000008416844,0.0001360133,0.0001768663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993327,0.002670179,0.00001571005,0.0008647021,0.0003408938,0.001249809,0.0002308042,0.000008734254,0.001292163],"genre_scores_gemma":[0.9970521,0.0000233409,0.0001142839,0.0002593115,0.0000493595,0.001197868,0.00007808756,0.00004005591,0.001185645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08676847,"threshold_uncertainty_score":0.9980875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025254159829765,"score_gpt":0.318615882465887,"score_spread":0.3083633408675894,"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."}}