{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001527512,0.0001482132,0.0001927605,0.0009727311,0.0002747149,0.0004674989,0.0003737983,0.0004592635,0.0009379681],"category_scores_gemma":[0.004816223,0.0001738025,0.000267825,0.001847145,0.000440491,0.0006164153,0.0007106027,0.000380395,0.0002039731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007909389,"about_ca_system_score_gemma":0.000870705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02194272,"about_ca_topic_score_gemma":0.02562172,"domain_scores_codex":[0.9985095,0.0003794045,0.0002759371,0.0002782664,0.000360514,0.0001964301],"domain_scores_gemma":[0.991905,0.001034749,0.005133208,0.0002153112,0.0009291272,0.0007825423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001225289,0.000008474308,0.9987001,0.0000124624,0.000008574904,0.00001478077,0.0001373498,0.00001308063,0.00004397359,0.000005875089,0.000194963,0.0008480292],"study_design_scores_gemma":[0.000001754799,0.0000264131,0.9989691,0.00001715206,0.00000409986,0.00009654823,0.0005405935,0.00005927597,0.00002921961,0.000003835481,0.0002498266,0.000002026112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964282,0.001003146,0.00007615698,0.0006051015,0.00001060185,0.00001475588,0.0009580087,0.000008492745,0.0008955792],"genre_scores_gemma":[0.9989109,0.0003544122,0.00007106559,0.0001655909,0.000008815578,0.000009606425,0.0003922583,0.00000176123,0.00008567513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02194272,"threshold_uncertainty_score":0.04363,"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."}}