{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005080475,0.0001212398,0.0002583513,0.0002053822,0.0001545108,0.0002810192,0.0001323318,0.0001608006,0.0008334185],"category_scores_gemma":[0.001024909,0.00009021826,0.0002358271,0.0002040085,0.000157365,0.0001597067,0.0001893303,0.0002274412,0.0001329869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985434,"about_ca_system_score_gemma":0.0002079228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007528986,"about_ca_topic_score_gemma":0.001277067,"domain_scores_codex":[0.9998367,0.0000557567,0.00001667203,0.00003598285,0.00002738071,0.00002740202],"domain_scores_gemma":[0.9991592,0.0003156577,0.000268494,0.00004801292,0.00005873607,0.0001499153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009814099,0.00003718914,0.9925564,0.00001020542,0.00003553181,0.00006926522,0.00001720447,0.0002466032,0.001686741,0.000005910937,0.00006228804,0.004291412],"study_design_scores_gemma":[0.000009076861,0.0003776448,0.9981736,0.000002118066,0.00002531694,0.0003247458,0.00002223788,0.0005401782,0.0003915851,0.00001272284,0.0001188912,0.000001892136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995188,0.000164085,0.00008761079,0.0000128302,0.000002486915,0.000002667638,0.00008669263,0.000001752118,0.000123059],"genre_scores_gemma":[0.9996439,0.00003099236,0.0000367223,0.000005302184,0.000004982565,0.000002657809,0.0002189209,9.385492e-7,0.00005551453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008334185,"threshold_uncertainty_score":0.002788067,"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."}}