{"id":"W4386725777","doi":"10.1001/jamaoncol.2023.3495","title":"Individualized Stereotactic Ablative Radiotherapy for Lung Tumors","year":2023,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; SABR volatility model; Lung cancer; Radiation therapy; Radiosurgery; Ablative case; Lung; Internal medicine; Oncology; Nuclear medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002473273,0.0001264488,0.0004182986,0.000141452,0.00006862778,0.00001571858,0.00005848036,0.000127068,0.0002775103],"category_scores_gemma":[0.0001047735,0.00009858506,0.000125997,0.0002416384,0.00004749449,0.00005710435,0.00002062592,0.0001072067,0.00004478374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000931235,"about_ca_system_score_gemma":0.0002704215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000454542,"about_ca_topic_score_gemma":0.00002683908,"domain_scores_codex":[0.9990445,0.00006557717,0.0002085366,0.0002578871,0.0001262796,0.0002971606],"domain_scores_gemma":[0.9988436,0.0006940708,0.0001008177,0.0001851549,0.0000688607,0.0001075281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003680312,0.001450637,0.2775089,0.000477201,0.004521983,0.001006838,0.00901038,0.00003949493,0.0008995808,0.004143276,0.51953,0.1777315],"study_design_scores_gemma":[0.029316,0.004937776,0.3127476,0.0001681928,0.0005903661,0.0001265288,0.0004948353,0.00220847,0.001332492,0.0005365447,0.6472982,0.0002430602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398659,0.0009178807,0.0002536447,0.0436879,0.000842436,0.002594226,0.00008768086,0.0002966987,0.01145361],"genre_scores_gemma":[0.9805416,0.0007868989,0.004659129,0.006966559,0.0006960819,0.001809671,0.0002201256,0.00006590314,0.004254049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1774884,"threshold_uncertainty_score":0.4020182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03352306103214731,"score_gpt":0.3865289943859146,"score_spread":0.3530059333537673,"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."}}