{"id":"W1970544808","doi":"10.1117/12.2006456","title":"CT image feature analysis in distinguishing radiation fibrosis from tumour recurrence after stereotactic ablative radiotherapy (SABR) for lung cancer: a preliminary study","year":2013,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"SABR volatility model; Radiation therapy; Lung cancer; Radiography; Radiology; Medicine; Ablative case; Ground-glass opacity; Nuclear medicine; Stereotactic radiation therapy; Radiosurgery; Cancer; Pathology; Internal medicine; Mathematics; Adenocarcinoma","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":[0.001931801,0.0004310536,0.000433442,0.00137739,0.0001788669,0.000502967,0.0002739736,0.0006734668,0.0004086033],"category_scores_gemma":[0.004914021,0.0001487712,0.0005206932,0.0005229289,0.0003255565,0.0004377816,0.0002790978,0.0003538046,0.0001761019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001916863,"about_ca_system_score_gemma":0.0001788057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172057,"about_ca_topic_score_gemma":0.001485358,"domain_scores_codex":[0.999512,0.0002073853,0.00005402059,0.00006755492,0.0001107635,0.00004834872],"domain_scores_gemma":[0.9980543,0.001099791,0.0002275757,0.0001387049,0.0003356721,0.0001440091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009940937,0.00106546,0.7976514,0.0001811806,0.0002501232,0.001075909,0.0004823876,0.003375774,0.06854858,0.0000556424,0.0002436749,0.1171289],"study_design_scores_gemma":[0.00008224697,0.007153409,0.9672191,0.00001478221,0.0002249606,0.001895061,0.0002301053,0.01295549,0.009710897,0.000071404,0.0004108319,0.00003172893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963948,0.0005975119,0.002439148,0.0000382792,0.000009399992,0.00009006105,0.000118311,0.00002884306,0.0002835975],"genre_scores_gemma":[0.997602,0.0001474174,0.001944254,0.0000126474,0.00001634152,0.00003404426,0.0001640184,0.00000490733,0.00007440207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001931801,"threshold_uncertainty_score":0.01021647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007530254747385188,"score_gpt":0.2674136508112332,"score_spread":0.2598833960638481,"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."}}