{"id":"W4283333321","doi":"10.3390/curroncol29070352","title":"Upfront Next Generation Sequencing in Non-Small Cell Lung Cancer","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"KRAS; Neuroblastoma RAS viral oncogene homolog; Medicine; PDGFRA; Oncology; ROS1; Internal medicine; Lung cancer; Clinical trial; Targeted therapy; DNA sequencing; Cancer; Bioinformatics; Gene; Adenocarcinoma; Genetics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.003675759,0.0002584498,0.0004094767,0.0006094769,0.0002419392,0.0009857364,0.0004349644,0.0005182193,0.001620641],"category_scores_gemma":[0.00544359,0.0002087977,0.0003386918,0.0006032162,0.0002723685,0.0005285104,0.0005886722,0.0006010483,0.0004081351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007856229,"about_ca_system_score_gemma":0.0008136131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002460356,"about_ca_topic_score_gemma":0.008266866,"domain_scores_codex":[0.99794,0.001077794,0.00008963065,0.0003039103,0.0004870321,0.0001016416],"domain_scores_gemma":[0.9978068,0.001137184,0.0003532237,0.0001717424,0.0003100989,0.0002208451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001550203,0.0003842948,0.1743836,0.0006088266,0.0003438629,0.001020202,0.0002914626,0.008667542,0.03707662,0.002742419,0.01963925,0.7532917],"study_design_scores_gemma":[0.0006353355,0.00479361,0.5788668,0.001407503,0.0009982922,0.007846764,0.001012987,0.1128509,0.07432484,0.03075039,0.1862878,0.0002248124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8411733,0.05502639,0.0674336,0.01245742,0.001058017,0.0005723857,0.004723979,0.0008501294,0.01670487],"genre_scores_gemma":[0.9302092,0.009619092,0.04984148,0.004632628,0.0004178695,0.0002192,0.00273698,0.00009630984,0.002227379],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003675759,"threshold_uncertainty_score":0.01943952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138441592390847,"score_gpt":0.4301060051186307,"score_spread":0.2916644127277837,"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."}}