{"id":"W4387207739","doi":"10.1016/j.ijrobp.2023.06.656","title":"Association of Artificial Intelligence-Screened Interstitial Lung Disease with Radiation Pneumonitis and Mortality in Locally Advanced Non-Small Cell Lung Cancer","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vector Institute; Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Radiation Pneumonitis; Lung cancer; Interstitial lung disease; Lung; Pathology; Pneumonitis; Oncology; Internal medicine; Radiology","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":[0.0003853047,0.0001660834,0.0001921472,0.0004621655,0.0002142844,0.0009327226,0.0003247326,0.0003910614,0.001417875],"category_scores_gemma":[0.003256484,0.0001105764,0.0004224908,0.0005172677,0.0002942434,0.0003191476,0.0003221928,0.0006291503,0.000185339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608091,"about_ca_system_score_gemma":0.0002762453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002468491,"about_ca_topic_score_gemma":0.003525267,"domain_scores_codex":[0.9997225,0.00008939388,0.00004534251,0.00004239425,0.0000602387,0.00004022475],"domain_scores_gemma":[0.9980684,0.0006812627,0.0006919363,0.0001032232,0.0002101879,0.0002449388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001316961,0.00006175471,0.9977658,0.000009275303,0.00005826996,0.0000446142,0.00002433907,0.0001205962,0.0001467881,0.00002140827,0.00006086365,0.001554538],"study_design_scores_gemma":[0.000005128788,0.0001305033,0.9975693,0.000005697183,0.00006972587,0.0001970092,0.000167498,0.001448268,0.000119734,0.0001165688,0.000165645,0.000005010329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998518,0.0002820996,0.0001222209,0.00009595694,0.00001267651,0.000004172917,0.0001215435,0.000005730192,0.0008375838],"genre_scores_gemma":[0.9996815,0.000042426,0.00004195492,0.00001375108,0.000007275871,0.000001518567,0.0000849262,7.303947e-7,0.0001259185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002468491,"threshold_uncertainty_score":0.004908204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699003433399721,"score_gpt":0.3383189307460456,"score_spread":0.3213288964120484,"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."}}