{"id":"W4416391582","doi":"10.1016/j.thorsurg.2025.09.008","title":"Neoadjuvant Chemoimmunotherapy","year":2025,"lang":"en","type":"article","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Chemoimmunotherapy; Neoadjuvant therapy; Chemotherapy; Immunotherapy; Standard of care; Clinical trial; Perioperative","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":[0.0001601259,0.0003116671,0.0003821961,0.0004606397,0.0004159104,0.0004871148,0.0001908092,0.0002728303,0.01510664],"category_scores_gemma":[0.0003317125,0.00009104551,0.0003867976,0.0003024813,0.0002542056,0.0002535931,0.0002597591,0.001045827,0.004556505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005130189,"about_ca_system_score_gemma":0.0005410938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003732736,"about_ca_topic_score_gemma":0.001346933,"domain_scores_codex":[0.9998487,0.00002751874,0.00001057441,0.0000349863,0.00003562198,0.0000425313],"domain_scores_gemma":[0.9998769,0.00002436815,0.00001738173,0.00002333039,0.00001706198,0.00004094339],"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":[0.006622497,0.001552758,0.01157025,0.001340782,0.0002810323,0.002301043,0.0001179596,0.001628318,0.07820742,0.005879132,0.06798068,0.8225181],"study_design_scores_gemma":[0.001427224,0.008031406,0.04120651,0.00060799,0.0003522021,0.01509396,0.0001327656,0.001642334,0.05408157,0.003992309,0.8733672,0.00006447714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.3697265,0.1131206,0.01684589,0.01538027,0.008813792,0.001934286,0.006064144,0.001805167,0.4663094],"genre_scores_gemma":[0.8490013,0.02522282,0.005071233,0.008034457,0.001910901,0.001521912,0.004933753,0.0001295098,0.1041741],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01510664,"threshold_uncertainty_score":0.05053675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222306418750024,"score_gpt":0.4020815438857608,"score_spread":0.3598584796982606,"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."}}