{"id":"W4409361702","doi":"10.58931/cot.2025.2131","title":"Clinical Considerations for the Management of Advanced PD-L1 ≥50% Non-small Cell Lung Cancer In 2025: Should All Patients Be Treated the Same?","year":2025,"lang":"en","type":"article","venue":"Canadian oncology today.","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Lung cancer; Medicine; Intensive care medicine; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004628156,0.0004512478,0.001990671,0.0005348657,0.002099462,0.00390431,0.001814455,0.006043591,0.005388364],"category_scores_gemma":[0.0136474,0.0002507611,0.00150756,0.0004300296,0.001534528,0.004892381,0.00225279,0.01093929,0.002727124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002292141,"about_ca_system_score_gemma":0.005966239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002750914,"about_ca_topic_score_gemma":0.008556122,"domain_scores_codex":[0.9979863,0.0007971491,0.0003323916,0.0002184101,0.0004389958,0.0002267496],"domain_scores_gemma":[0.9931065,0.001820048,0.0006358515,0.000165134,0.001906259,0.002366179],"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":[0.0010608,0.0005569931,0.008010191,0.001464801,0.0001691147,0.001745379,0.000674134,0.0007320712,0.001184624,0.009779224,0.473377,0.5012456],"study_design_scores_gemma":[0.001013422,0.00195346,0.01695099,0.01210933,0.0003305799,0.006879283,0.003230471,0.001101625,0.0004781542,0.04574326,0.9099571,0.0002522969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006872105,0.1567176,0.002921346,0.8056983,0.01398288,0.0001624497,0.0002372971,0.0001531982,0.01325474],"genre_scores_gemma":[0.1174642,0.1650618,0.01653668,0.6132098,0.0750559,0.0009128363,0.0009872608,0.0001803274,0.01059104],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006043591,"threshold_uncertainty_score":0.02447629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04781192108716303,"score_gpt":0.3763830102409679,"score_spread":0.3285710891538048,"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."}}