{"id":"W3122855631","doi":"10.3390/curroncol28010059","title":"Survival Impact of Aggressive Treatment and PD-L1 Expression in Oligometastatic NSCLC","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Institute for Research in Immunology and Cancer; Université de Montréal","funders":"","keywords":"Medicine; Internal medicine; Oncology; Lung cancer; Immunotherapy; Brain metastasis; Metastasis; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003031904,0.0001244934,0.0002547729,0.0002471417,0.0002063137,0.0002694478,0.0001228539,0.0001917647,0.0006654521],"category_scores_gemma":[0.0008025094,0.00007659224,0.000257779,0.0003726837,0.0001579986,0.000189088,0.0002335762,0.0001909051,0.0000635437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701396,"about_ca_system_score_gemma":0.000276993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312188,"about_ca_topic_score_gemma":0.00289486,"domain_scores_codex":[0.9998212,0.0000420998,0.00001846131,0.00004337277,0.00002925039,0.00004558629],"domain_scores_gemma":[0.9992248,0.0001598236,0.0003796389,0.00002694763,0.00004817817,0.0001606688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001494882,0.00003614571,0.9917051,0.00001732178,0.00004431779,0.0001951242,0.00003231418,0.0001230266,0.001103065,0.00001812029,0.00005402445,0.005176728],"study_design_scores_gemma":[0.0000272888,0.0004641752,0.9981476,0.000005196652,0.00005014403,0.0005722179,0.00004395957,0.0001832498,0.0002176168,0.00002879131,0.0002572243,0.000002546038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993068,0.0004243108,0.00002586462,0.00001427844,0.000001311264,0.000002612692,0.0000727661,8.741488e-7,0.0001511581],"genre_scores_gemma":[0.9997794,0.00005811047,0.0000154307,0.000008934701,0.000003593253,0.000002243537,0.000100165,4.162913e-7,0.00003174592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001312188,"threshold_uncertainty_score":0.003411174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09877714152805095,"score_gpt":0.4456508150187392,"score_spread":0.3468736734906883,"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."}}