{"id":"W4405356035","doi":"10.1016/j.jtho.2024.12.007","title":"The International Association for the Study of Lung Cancer Lung Cancer Staging Project: Application and Interpretation of the Residual Tumor Classification for Lung Cancer—Results from an International Survey Among Pathologists and Thoracic Surgeons","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Centro de Investigación Biomédica en Red de Cáncer; Tokyo Women's Medical University; Shanghai Chest Hospital; Peking University; Postgraduate Institute of Medical Education and Research, Chandigarh; Universidad de Navarra; Medizinische Universität Wien; Universiteit Gent; Universitair Ziekenhuis Gent; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Universität Wien; Universidade de São Paulo; University of Toronto; Seoul National University; International Association for the Study of Lung Cancer; University of Aberdeen; Mount Sinai Health System; Imperial College London; York University; Universitätsspital Zürich; Hyogo College of Medicine; Technische Universität München; National Cancer Institute; NSW Health Pathology; University of Chicago; Universiteit Antwerpen; Queen's University; Ohio State University; Samsung; University of Leicester; Memorial Sloan-Kettering Cancer Center","keywords":"Medicine; Lung cancer; Cancer; Lung cancer screening; Family medicine; General surgery; Radiology; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007661762,0.000677836,0.0005912109,0.002857159,0.000607918,0.0009524476,0.001386581,0.000776424,0.001047802],"category_scores_gemma":[0.01121208,0.0004826378,0.001058875,0.002920213,0.0005995819,0.0009888795,0.001534324,0.001209302,0.0005109595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006435464,"about_ca_system_score_gemma":0.001573271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197642,"about_ca_topic_score_gemma":0.01402053,"domain_scores_codex":[0.996074,0.001735292,0.0007249573,0.000317051,0.0009363509,0.0002124238],"domain_scores_gemma":[0.9908896,0.001728506,0.003742891,0.0007653937,0.002218822,0.0006547634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009498711,0.00004892106,0.9962581,0.00002528477,0.00006688234,0.00001135555,0.0001443616,0.0001061923,0.0001590089,0.00002931477,0.0006928534,0.002362576],"study_design_scores_gemma":[0.00001603376,0.00006038737,0.9985055,0.000008583942,0.00003980334,0.00005077363,0.0002514401,0.0002732787,0.0000976978,0.00002267126,0.0006690458,0.000004880694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755307,0.0009144918,0.00225593,0.0006639895,0.0001611891,0.0008712513,0.01460828,0.00005986524,0.004934285],"genre_scores_gemma":[0.9798084,0.0005713446,0.004166316,0.0001802437,0.00007126149,0.0007127926,0.01324158,0.00006546522,0.001182607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197642,"threshold_uncertainty_score":0.04051971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03624722385337747,"score_gpt":0.4691930443833626,"score_spread":0.4329458205299851,"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."}}