{"id":"W2207540049","doi":"10.1016/j.ijrobp.2015.12.369","title":"Detection of Local Cancer Recurrence After Stereotactic Ablative Radiation Therapy for Lung Cancer: Physician Performance Versus Radiomic Assessment","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; SABR volatility model; Radiation therapy; Lung cancer; Radiology; Receiver operating characteristic; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000698629,0.0001870927,0.0004845733,0.0001783441,0.00005607065,0.00001944875,0.000219832,0.0001507578,0.00001887731],"category_scores_gemma":[0.0001732218,0.0001649383,0.0001904168,0.0001735833,0.0002314527,0.000372938,0.00002481148,0.0005342512,0.000001204649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001830439,"about_ca_system_score_gemma":0.001206341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007332696,"about_ca_topic_score_gemma":0.000005064343,"domain_scores_codex":[0.9983708,0.0001765226,0.0006552582,0.0002200023,0.0003604129,0.0002170092],"domain_scores_gemma":[0.9970058,0.0003648415,0.001279121,0.0001144555,0.001084465,0.0001512852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003974446,0.0002614684,0.165392,0.00002863003,0.0009730985,0.00000502273,0.0006775798,0.006352675,0.003507287,0.0002951781,0.0003330811,0.8181995],"study_design_scores_gemma":[0.04075826,0.006720684,0.1459208,0.0004617373,0.000717011,0.00008929306,0.0003283356,0.7635379,0.01820159,0.001183092,0.02157908,0.000502256],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8527485,0.002525969,0.1366897,0.001939239,0.005513522,0.0003984157,0.00004294096,0.00001892026,0.0001228328],"genre_scores_gemma":[0.9916265,0.003555428,0.001655148,0.0006186955,0.002371495,0.00008656071,0.0000425037,0.0000285137,0.00001518108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8176973,"threshold_uncertainty_score":0.6725989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431249801399532,"score_gpt":0.3886996421989698,"score_spread":0.3643871441849745,"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."}}