{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004266228,0.000141882,0.0003477594,0.0001338182,0.0001484896,0.000009231816,0.0001604415,0.0001922381,0.0003591391],"category_scores_gemma":[0.00005072786,0.00009404936,0.0001467525,0.0002314037,0.0002141993,0.00002222275,0.00002614417,0.0002302812,0.000001257094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007836101,"about_ca_system_score_gemma":0.001789647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03551166,"about_ca_topic_score_gemma":0.5729484,"domain_scores_codex":[0.9987037,0.00008992559,0.0005292363,0.0002601721,0.00007756055,0.00033939],"domain_scores_gemma":[0.998485,0.000802457,0.0001237346,0.0003551998,0.00012087,0.000112709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005267183,0.0009006627,0.3841574,0.0008055039,0.003378517,0.0001094418,0.002312095,0.0004186213,0.0004948693,0.001010826,0.3626089,0.238536],"study_design_scores_gemma":[0.01366257,0.0006563818,0.577341,0.0006538393,0.0009689108,0.000001857516,0.001337808,0.0006658908,0.0003649749,0.0001086654,0.4040394,0.0001987388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8238605,0.00946243,0.0001071857,0.1224509,0.002914155,0.0101052,0.0005808539,0.0000299643,0.03048885],"genre_scores_gemma":[0.9487644,0.003516635,0.0006296555,0.03778542,0.00007907786,0.00116471,0.00006164191,0.00002443394,0.007974054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5374367,"threshold_uncertainty_score":0.970911,"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."}}