{"id":"W4416386963","doi":"10.1111/1759-7714.70183","title":"Pathologic Complete Response Predicts Long‐Term Survival Following Neoadjuvant Induction Chemotherapy and Chemo‐Radiotherapy in Stage‐ <scp>III</scp> Non‐Small Cell Lung Cancer","year":2025,"lang":"en","type":"article","venue":"Thoracic Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Universität Duisburg-Essen","keywords":"Induction chemotherapy; Complete response; Chemotherapy; Lung cancer; Neoadjuvant therapy; Stage (stratigraphy); Induction therapy; Clinical trial","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006291001,0.0004317942,0.0008220707,0.0002965555,0.0001387825,0.00006632505,0.0001421497,0.0002369945,0.00008928934],"category_scores_gemma":[0.0000318775,0.0003715707,0.0001751853,0.0005722649,0.0001015848,0.000127229,0.00005789047,0.0003927859,0.000001899321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692902,"about_ca_system_score_gemma":0.0006039284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864831,"about_ca_topic_score_gemma":0.001007648,"domain_scores_codex":[0.9976751,0.0001763847,0.0004612583,0.0007777156,0.0003235708,0.0005859886],"domain_scores_gemma":[0.9988457,0.0002307282,0.0001836264,0.0004766435,0.00008188487,0.0001814035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002417742,0.0005652598,0.8952059,0.000905092,0.0006010335,0.0005005766,0.005234795,0.0001926782,0.03949145,0.000008237775,0.001261376,0.05361583],"study_design_scores_gemma":[0.009591834,0.0003823529,0.9482195,0.00187466,0.0004506892,0.00001124539,0.0004475542,0.0006981211,0.03478071,0.0000156115,0.003303277,0.0002244168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663758,0.02780056,0.000288347,0.001903373,0.001243226,0.001575034,0.00007366905,0.0001041091,0.000635888],"genre_scores_gemma":[0.976825,0.01469844,0.0003010087,0.001506308,0.0003152322,0.000902824,0.00002951074,0.00006782854,0.005353858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05339141,"threshold_uncertainty_score":0.9998736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346804154431012,"score_gpt":0.3443592443030782,"score_spread":0.320891202758768,"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."}}