{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001145069,0.0004771572,0.001132209,0.0003796907,0.0002436198,0.0002977355,0.0004686123,0.0003521837,0.001801977],"category_scores_gemma":[0.0009330746,0.0001588752,0.000797083,0.0004818346,0.0003396162,0.0003492466,0.0002471549,0.0006871998,0.0001985795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004713633,"about_ca_system_score_gemma":0.001275466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005113189,"about_ca_topic_score_gemma":0.001517588,"domain_scores_codex":[0.9993677,0.0002848305,0.00005833797,0.0001176195,0.0001078776,0.00006365367],"domain_scores_gemma":[0.9995366,0.0001106616,0.0001886918,0.00006069784,0.0000224768,0.00008076071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.3279501,0.01387721,0.04059687,0.00586632,0.003018381,0.000269261,0.0002480347,0.009755103,0.03450566,0.0009403322,0.003647393,0.5593253],"study_design_scores_gemma":[0.3390665,0.4385926,0.172377,0.0005739951,0.004265449,0.001323243,0.0001338685,0.005968574,0.02081881,0.0018074,0.01497991,0.00009256473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789487,0.0124832,0.002758425,0.0002592193,0.0001558717,0.002344188,0.0004003084,0.0001183524,0.00253176],"genre_scores_gemma":[0.9918533,0.002434995,0.002530905,0.0002606798,0.0001768387,0.001797628,0.0003631572,0.00001094782,0.0005714251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001801977,"threshold_uncertainty_score":0.006055772,"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."}}