{"id":"W2915945704","doi":"10.1200/jgo.18.00057","title":"Clinical Use of Epidermal Growth Factor Receptor Testing in Patients With Advanced Lung Cancer by Physicians: Survey of US and International Patterns","year":2019,"lang":"en","type":"article","venue":"Journal of Global Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"American Society of Clinical Oncology","keywords":"Medicine; Lung cancer; China; Performance status; Cancer; Internal medicine; Family medicine","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":[0.0001353282,0.0000811171,0.0004737215,0.00003841886,0.000007248394,0.000003276158,0.00005439597,0.00006127523,0.00003475189],"category_scores_gemma":[0.0003095649,0.00005796798,0.00004224503,0.0001165924,0.00004987181,0.0001758878,0.00002080582,0.0001266035,2.661421e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787268,"about_ca_system_score_gemma":0.0003382359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152334,"about_ca_topic_score_gemma":0.0003455411,"domain_scores_codex":[0.9989324,0.0000998078,0.0005822215,0.0001064958,0.0001737032,0.0001053958],"domain_scores_gemma":[0.9980566,0.0003244694,0.0007843772,0.00005573119,0.0007182522,0.00006059598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001325976,0.0006808132,0.9718583,0.00003252202,0.0003164049,0.000005008728,0.0000449516,0.00003494649,0.00009819129,0.00000294813,0.0003620329,0.02523793],"study_design_scores_gemma":[0.007004551,0.002617833,0.9895281,0.0003458504,0.0001009698,0.000006043243,0.00002180134,0.00004870662,0.00002659012,0.000002118813,0.0002512107,0.00004627115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983245,0.0001574913,0.00003785768,0.0002333254,0.0004577363,0.0001989191,0.000505653,0.000001557766,0.00008298105],"genre_scores_gemma":[0.9982054,0.0001228107,0.001376536,0.0002036202,0.00003899653,0.000001888993,0.00002511524,0.000006033373,0.00001957003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02519166,"threshold_uncertainty_score":0.2363866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03266711388787702,"score_gpt":0.4065773539355205,"score_spread":0.3739102400476435,"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."}}