{"id":"W4413382302","doi":"10.58931/cot.2025.2236","title":"Perioperative Treatment Strategies for Lung Cancer in 2025: A Paradigm Shift","year":2025,"lang":"en","type":"article","venue":"Canadian oncology today.","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quebec - Clinical Research Organization in Cancer; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Perioperative; Paradigm shift; Intensive care medicine; Lung cancer; Cancer; Medicine; Oncology; Internal medicine; Anesthesia; Philosophy; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006499598,0.0001915534,0.0004563965,0.0002716173,0.0001177077,0.00002747475,0.00006172222,0.0001710054,0.000479173],"category_scores_gemma":[0.00001351126,0.0001576437,0.00009656342,0.000205852,0.00007757299,0.00005943261,0.000007249814,0.0000953631,0.000005998289],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01047535,"about_ca_system_score_gemma":0.01321598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1968808,"about_ca_topic_score_gemma":0.9208688,"domain_scores_codex":[0.9989035,0.00003805254,0.0002135947,0.0003501663,0.00004631609,0.0004484453],"domain_scores_gemma":[0.9993421,0.0001218531,0.00003291546,0.0001971604,0.000033957,0.0002719717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009893634,0.001215773,0.59297,0.0004243992,0.002359078,0.001528692,0.01195456,0.0008107835,0.00005851009,0.2254364,0.05689791,0.1053545],"study_design_scores_gemma":[0.01285062,0.002204868,0.2281076,0.0005659835,0.000755136,0.00001126874,0.001540404,0.001146544,0.0002677263,0.001556249,0.7506744,0.0003191936],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5197654,0.03350885,0.0001936362,0.2948243,0.002225019,0.007636844,0.0008309814,0.00008765676,0.1409273],"genre_scores_gemma":[0.987597,0.000927745,0.0001354016,0.003643176,0.0001239934,0.003748017,0.0000533511,0.0000156243,0.00375563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.723988,"threshold_uncertainty_score":0.9933233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011802074576969,"score_gpt":0.3727308848975044,"score_spread":0.3526128641517347,"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."}}