{"id":"W2897283341","doi":"10.1038/s41416-018-0220-9","title":"Prognostic and predictive role of CD8 and PD-L1 determination in lung tumor tissue of patients under anti-PD-1 therapy","year":2018,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Institute of Cancer Research; Institut Du Cancer de Montréal; Institut National Du Cancer","keywords":"Oncology; Lung cancer; Internal medicine; Medicine; Cohort; Immunotherapy; PD-L1; Immunohistochemistry; Cancer; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001671038,0.00006835994,0.0002574584,0.00009985055,0.00002220088,0.00001102701,0.00003897666,0.00004128957,0.00006690892],"category_scores_gemma":[0.00003674683,0.00006512673,0.00003154734,0.0001118868,0.0001864389,0.0001305094,0.00001048104,0.0000886042,4.309418e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005438383,"about_ca_system_score_gemma":0.0001046571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003045756,"about_ca_topic_score_gemma":0.000209082,"domain_scores_codex":[0.9992127,0.00003486281,0.0003557243,0.00008910776,0.0002098208,0.00009778681],"domain_scores_gemma":[0.999226,0.00003440477,0.000320829,0.00004331632,0.000331554,0.00004390047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002643387,0.0001916667,0.5981621,0.0001094518,0.0001233614,0.00002254928,0.0006899813,0.000001297094,0.02687171,0.000001151655,0.000100947,0.3710824],"study_design_scores_gemma":[0.004487278,0.001279171,0.9695064,0.001371294,0.00005555739,0.0001719362,0.0001592827,0.00009673368,0.02226398,0.00005497612,0.0004950665,0.00005827824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750506,0.02438097,0.00003545922,0.00006277413,0.0001066656,0.0002514424,0.00003522374,0.000001711985,0.00007512303],"genre_scores_gemma":[0.9926811,0.006988743,0.0001009304,0.00009595286,0.00009969825,0.000004978193,0.000001954563,0.00001033459,0.0000162547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3713444,"threshold_uncertainty_score":0.2655791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006954791000340693,"score_gpt":0.2778780078792217,"score_spread":0.270923216878881,"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."}}