{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001848878,0.0003566274,0.000515629,0.00109754,0.002111508,0.00217756,0.002108187,0.0008135479,0.002091216],"category_scores_gemma":[0.005545245,0.0003301077,0.0009329155,0.002729014,0.001038716,0.0004443588,0.001261408,0.001355757,0.000160935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07726521,"about_ca_system_score_gemma":0.1208743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9979597,"about_ca_topic_score_gemma":0.9988777,"domain_scores_codex":[0.997092,0.0004323716,0.0001373806,0.0002595661,0.001016388,0.001062186],"domain_scores_gemma":[0.9942287,0.0004733829,0.0004932579,0.0001132385,0.002741166,0.001950186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003226335,0.0001359024,0.9646072,0.0001180889,0.0002139597,0.0003397209,0.0004211005,0.001958726,0.000252586,0.001074661,0.009985943,0.02056949],"study_design_scores_gemma":[0.00004898346,0.00008379015,0.9920047,0.0001208962,0.0001526205,0.0001756797,0.001778197,0.001787368,0.0001080788,0.000194757,0.003516252,0.00002862973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428424,0.008087551,0.0006856445,0.01899477,0.0004379481,0.0001660963,0.01124733,0.0001001169,0.01743826],"genre_scores_gemma":[0.9918677,0.001975776,0.0004822601,0.001326355,0.00006241822,0.00002007792,0.00170224,0.00001881702,0.002544439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9979597,"threshold_uncertainty_score":0.560601,"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."}}