{"id":"W3113726648","doi":"10.3747/co.27.7297","title":"Consensus Recommendations for Optimizing Biomarker Testing to Identify and Treat Advanced EGFR-Mutated Non-Small-Cell Lung Cancer","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Spinal Cord Injury BC; BC Cancer Agency; Princess Margaret Cancer Centre; University of Manitoba; University Health Network; CancerCare Manitoba; Ottawa Hospital; Research Institute in Oncology and Hematology; University of Ottawa; Université Laval; BC Cancer Foundation; William Osler Health System; University of Toronto","funders":"","keywords":"Medicine; Biomarker; Lung cancer; Computational biology; Bioinformatics; Oncology; Cancer research; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.07483367,0.001610672,0.002274713,0.005967851,0.004477497,0.005143765,0.01010247,0.01581865,0.01083777],"category_scores_gemma":[0.1287411,0.001233745,0.007794024,0.004500144,0.002950995,0.004234968,0.006801612,0.01788641,0.005678253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02130205,"about_ca_system_score_gemma":0.1539616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1346545,"about_ca_topic_score_gemma":0.1885799,"domain_scores_codex":[0.9430109,0.0256889,0.009778482,0.002150464,0.01476126,0.004609985],"domain_scores_gemma":[0.7733406,0.0351537,0.008487855,0.003602917,0.155327,0.02408785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001147988,0.0003320868,0.002193305,0.004419892,0.0001801946,0.0005167385,0.001304663,0.001877376,0.0006428682,0.00882068,0.8146749,0.1649226],"study_design_scores_gemma":[0.0003010507,0.0001525341,0.004311814,0.02259877,0.0004630872,0.0004229312,0.002272275,0.001313841,0.000719116,0.01685943,0.9503914,0.0001937397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00167785,0.02917092,0.02302944,0.8793353,0.02260775,0.00407844,0.002996096,0.0005445558,0.03655971],"genre_scores_gemma":[0.0416055,0.09341273,0.3935771,0.3864858,0.009676797,0.01237326,0.01342521,0.0005398833,0.04890358],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1346545,"threshold_uncertainty_score":0.395763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1711745368744772,"score_gpt":0.4933820419395348,"score_spread":0.3222075050650576,"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."}}