{"id":"W3020867332","doi":"10.1016/j.ijrobp.2016.06.127","title":"Detection of Local Cancer Recurrence After Stereotactic Ablative Radiation Therapy (SABR) for Lung Cancer: Physician Performance Versus Radiomic Assessment","year":2016,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; SABR volatility model; Radiology; Radiation therapy; Lung cancer; Medical imaging; Radiation treatment planning; Nuclear medicine; Internal 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":[0.001921824,0.0002433138,0.0004106254,0.0008323376,0.0001757886,0.0007074302,0.0003754513,0.0006508832,0.0008109864],"category_scores_gemma":[0.01174547,0.0001620956,0.0003821909,0.000371443,0.0003571262,0.0007222243,0.0003920059,0.0002691318,0.0003602107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003415068,"about_ca_system_score_gemma":0.0002956119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00271111,"about_ca_topic_score_gemma":0.004633765,"domain_scores_codex":[0.9988293,0.0005333893,0.000113451,0.0001771192,0.0002604994,0.00008623939],"domain_scores_gemma":[0.9937621,0.003453476,0.001416734,0.0002177708,0.00086852,0.0002814581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001766422,0.000109523,0.9582924,0.00006126324,0.0001530647,0.000187381,0.0002219909,0.001640936,0.00244035,0.00004616518,0.0003793135,0.03470127],"study_design_scores_gemma":[0.00005212598,0.001939298,0.9737582,0.00001750794,0.0003010433,0.001463897,0.0004503779,0.01710959,0.003943436,0.0001788124,0.000754914,0.0000308914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959382,0.001079503,0.001253953,0.0002014941,0.00002130628,0.00001596928,0.00009689522,0.00004015393,0.001352683],"genre_scores_gemma":[0.9990307,0.0001403733,0.0004643799,0.00003594737,0.00002461738,0.000002741619,0.00008390182,0.000006256613,0.0002110881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00271111,"threshold_uncertainty_score":0.01016366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727445910320892,"score_gpt":0.3752484401396082,"score_spread":0.3579739810363993,"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."}}