{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004958355,0.000533272,0.000926688,0.0007893731,0.0007514764,0.002731893,0.001032757,0.001931302,0.003185264],"category_scores_gemma":[0.004181585,0.000188332,0.001013044,0.0004802345,0.00136231,0.003634926,0.001794148,0.005191343,0.001164146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002765069,"about_ca_system_score_gemma":0.006856212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002788475,"about_ca_topic_score_gemma":0.01160465,"domain_scores_codex":[0.9988253,0.0004867413,0.0001475462,0.0001135897,0.0003196661,0.0001071974],"domain_scores_gemma":[0.9971946,0.001410826,0.0003216862,0.00006313408,0.0006691744,0.0003405349],"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":[0.0003224264,0.0002069591,0.001839162,0.007292669,0.0001847665,0.0005205643,0.0005644885,0.001158167,0.001912985,0.03704994,0.06173053,0.8872175],"study_design_scores_gemma":[0.0001193935,0.0006953765,0.00275673,0.01116804,0.0002323953,0.001579428,0.001534124,0.0005754193,0.0008517531,0.02662516,0.9537924,0.00006974972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00257785,0.8492399,0.004461917,0.1302942,0.004925522,0.00004533664,0.00006949918,0.0000639853,0.008321797],"genre_scores_gemma":[0.03192229,0.8906943,0.01227773,0.0515034,0.009967618,0.0001704326,0.0001888809,0.00004878232,0.00322661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004958355,"threshold_uncertainty_score":0.02622265,"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."}}