{"id":"W4210645321","doi":"10.3390/curroncol29020043","title":"Present and Emerging Biomarkers in Immunotherapy for Metastatic Non-Small Cell Lung Cancer: A Review","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Immunotherapy; STK11; Lung cancer; Oncology; Cancer; Internal medicine; Immunology; KRAS; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008714222,0.0008993873,0.001437579,0.002686663,0.0002321722,0.001181179,0.0007415685,0.001183796,0.003455562],"category_scores_gemma":[0.001203007,0.0003293018,0.0007119462,0.002613348,0.000364899,0.001718395,0.0006855296,0.001885064,0.001692851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005524636,"about_ca_system_score_gemma":0.001096285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007689657,"about_ca_topic_score_gemma":0.001458858,"domain_scores_codex":[0.9997887,0.00004570007,0.00003789247,0.00003521516,0.00007105969,0.00002141819],"domain_scores_gemma":[0.9992504,0.0004223778,0.0001047015,0.00001343261,0.0001630607,0.00004606071],"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":[0.0000883894,0.00007133718,0.0002048874,0.02200377,0.0001207254,0.0001431179,0.00004946577,0.0003374938,0.001198636,0.002305765,0.03032997,0.9431464],"study_design_scores_gemma":[0.00002367172,0.0001700198,0.0008743214,0.01074421,0.0002887196,0.001046713,0.00006824274,0.000142082,0.0004331486,0.002026827,0.9841551,0.00002692781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004996326,0.9992136,0.0000644961,0.0002264491,0.0001614719,0.000003510572,0.00001134086,0.000003749758,0.0002653824],"genre_scores_gemma":[0.0003170848,0.9989667,0.0001307124,0.0001888945,0.000167809,0.000005847419,0.00002060926,8.418199e-7,0.00020161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003455562,"threshold_uncertainty_score":0.01155996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1418133924252012,"score_gpt":0.4663005327469718,"score_spread":0.3244871403217706,"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."}}