{"id":"W2120520892","doi":"10.1148/radiol.12111263","title":"MR Volumetric Measurement of Low Rectal Cancer Helps Predict Tumor Response and Outcome after Combined Chemotherapy and Radiation Therapy","year":2012,"lang":"en","type":"article","venue":"Radiology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Confidence interval; Colorectal cancer; Radiation therapy; Nuclear medicine; Receiver operating characteristic; Retrospective cohort study; Magnetic resonance imaging; Stage (stratigraphy); Total mesorectal excision; T-stage; Cancer; Radiology; Surgery; 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":[0.0006036779,0.0001595561,0.0004645775,0.0001662753,0.00002659701,0.000003845264,0.00003347074,0.00009420322,0.0001817257],"category_scores_gemma":[0.0001672175,0.0001221027,0.0000573766,0.0002094177,0.0001289734,0.00005913333,0.00001675339,0.0001014463,0.000002355595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680346,"about_ca_system_score_gemma":0.00006416417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006441132,"about_ca_topic_score_gemma":0.000007586333,"domain_scores_codex":[0.9988266,0.000218341,0.0002669677,0.0002162837,0.0002046644,0.0002671875],"domain_scores_gemma":[0.9993267,0.0001706668,0.0001045545,0.0001586964,0.00007220102,0.0001671544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02006118,0.0001925742,0.9512637,0.00004672934,0.0001782453,0.00001112829,0.0003013414,2.802618e-7,0.008478423,0.000002914642,0.0001097539,0.01935368],"study_design_scores_gemma":[0.00692707,0.001960711,0.9841875,0.00002562958,0.00005418915,0.0001033634,0.00001114875,0.00005667447,0.005030276,0.000007861609,0.001535742,0.00009984189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741057,0.02430875,0.00001187592,0.0006089449,0.0002969724,0.0005763079,0.00001572481,0.00002717714,0.00004850622],"genre_scores_gemma":[0.9975876,0.001451034,0.000088243,0.0004481086,0.0001372935,0.0001675485,0.000004180676,0.0000206975,0.0000952668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03292374,"threshold_uncertainty_score":0.4979203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591232700200461,"score_gpt":0.2931510572882658,"score_spread":0.2672387302862612,"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."}}