{"id":"W4412163899","doi":"10.1158/1557-3265.aimachine-b022","title":"Abstract B022: Prediction of radiotherapy-Induced esophagitis in non-small cell lung cancer using a 3D vision foundation model","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Lung cancer; Esophagitis; Cancer; Foundation (evidence); Internal medicine; Oncology; Disease; Reflux","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005410036,0.000604152,0.0004417718,0.0006881999,0.0001916614,0.0006150447,0.0006751534,0.0008680252,0.0009688561],"category_scores_gemma":[0.001306963,0.0003323878,0.001143698,0.0003087764,0.0002490128,0.0002647096,0.0003871669,0.0006897239,0.0002405545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008852396,"about_ca_system_score_gemma":0.000950217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02264094,"about_ca_topic_score_gemma":0.01158476,"domain_scores_codex":[0.9998538,0.00002923977,0.000009282419,0.00005192379,0.00002880754,0.00002686241],"domain_scores_gemma":[0.9995731,0.0002504724,0.0000430643,0.00002385819,0.0000880031,0.00002156012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000131839,0.0001446659,0.006692434,0.00003160947,0.00005524173,0.00007558762,0.00001334539,0.9468344,0.002082645,0.0002990204,0.0008296032,0.04280951],"study_design_scores_gemma":[0.000002090418,0.00001415814,0.000444089,0.000001476278,0.000002936296,0.000006997456,0.000001013568,0.9992048,0.0002374728,0.00005540744,0.00002804246,0.000001514263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.638443,0.0006715618,0.3539619,0.0005583117,0.0001144593,0.0002128518,0.001621768,0.001898404,0.002517638],"genre_scores_gemma":[0.9750727,0.00009756733,0.02268953,0.00007330412,0.00001535578,0.00008102095,0.001095931,0.00002533205,0.0008492499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02264094,"threshold_uncertainty_score":0.04501832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1599760508482635,"score_gpt":0.5298609495884697,"score_spread":0.3698848987402062,"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."}}