{"id":"W4321609350","doi":"10.21037/tcr-22-2843","title":"The benefit of the doubt: PD-L1 status in unresectable stage III NSCLC management","year":2023,"lang":"en","type":"letter","venue":"Translational Cancer Research","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec","funders":"","keywords":"Stage (stratigraphy); Oncology; Medicine; Internal medicine; Intensive care medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001659588,0.0002269886,0.0003403522,0.0004007379,0.000329369,0.00005647189,0.0005736468,0.0002935522,0.001108369],"category_scores_gemma":[0.00001675259,0.0001370632,0.0002515104,0.001591327,0.0005029757,0.00005251626,0.00008948383,0.002145232,0.00001814911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005394261,"about_ca_system_score_gemma":0.0009505991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127946,"about_ca_topic_score_gemma":0.008566899,"domain_scores_codex":[0.9951981,0.0002244381,0.0005489783,0.0004366954,0.002693953,0.0008978153],"domain_scores_gemma":[0.998144,0.0007241027,0.0001075039,0.0006898865,0.0002821218,0.0000523544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01213944,0.0001009695,0.004815871,0.002209244,0.00134267,0.0001880339,0.001182434,0.0004080291,0.0008396148,0.001268487,0.9384716,0.03703367],"study_design_scores_gemma":[0.003489669,0.00008887031,0.05646853,0.0009202802,0.00004441416,0.000001883015,0.0001636288,0.00006166912,0.0003078235,0.0007565867,0.9375419,0.0001547191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01603933,0.01567539,0.000009123253,0.9396231,0.0009063577,0.003894912,0.001017281,0.00004520601,0.02278931],"genre_scores_gemma":[0.1419263,0.05987107,0.0001155202,0.1040544,0.005467637,0.004465984,0.001349526,0.0005344515,0.6822151],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8355687,"threshold_uncertainty_score":0.9998047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014236073287293,"score_gpt":0.4052467398309005,"score_spread":0.3038231325021712,"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."}}