{"id":"W4321105976","doi":"10.3390/curroncol30020181","title":"Immunotherapy for Metastatic Non-Small Cell Lung Cancer: Therapeutic Advances and Biomarkers","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Immunotherapy; Disease; Lung cancer; Biomarker; Cancer; Clinical trial; Oncology; Intensive care medicine; Bioinformatics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006257645,0.0006825794,0.002788525,0.0004344439,0.0001462372,0.00003390173,0.000276985,0.0003286702,0.0001033946],"category_scores_gemma":[0.00002210193,0.0005090276,0.0009155102,0.000531056,0.0002566628,0.00005902506,0.00005908129,0.0004466122,0.0000136029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000666687,"about_ca_system_score_gemma":0.00156571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000373795,"about_ca_topic_score_gemma":0.00005463274,"domain_scores_codex":[0.9972106,0.000200607,0.00100836,0.0007654667,0.000182143,0.0006328444],"domain_scores_gemma":[0.9977043,0.0008680715,0.0007334596,0.0004332973,0.000110916,0.0001499896],"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":[0.0006370225,0.0002176149,0.00004719473,0.07674634,0.002137295,0.00001092194,0.0001500854,8.532154e-8,0.00001505954,0.000005195499,0.002340571,0.9176926],"study_design_scores_gemma":[0.004579242,0.0008241395,0.00002184317,0.01060105,0.004455305,0.00005547968,0.00008982726,0.00005082341,0.000006911246,0.00003619437,0.978791,0.0004881627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000045892,0.990051,0.0004076516,0.0001570982,0.00364238,0.005152272,0.0002802545,0.0001052604,0.0001582439],"genre_scores_gemma":[0.000002777348,0.9946127,0.0003970792,0.0001610168,0.0004056582,0.003387956,0.0002785546,0.0001738723,0.0005804114],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9764504,"threshold_uncertainty_score":0.9997361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1600278219693747,"score_gpt":0.4728640728128997,"score_spread":0.312836250843525,"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."}}