{"id":"W4381050962","doi":"10.1016/j.clon.2023.06.012","title":"Organ and Function Preservation in Gastrointestinal Malignancies","year":2023,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Brachytherapy; Rectum; Radiation therapy; Radiation oncologist; Medical physics; Intensive care medicine; General surgery; Radiology; Surgery","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":[0.0005135294,0.00006772311,0.0002995409,0.0000727006,0.0000198756,0.000003709401,0.00002733768,0.00009684713,0.000121643],"category_scores_gemma":[0.001411628,0.00005556798,0.00004423983,0.0003242561,0.0001165126,0.00005193537,0.00006484867,0.0001967744,0.0001324633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045614,"about_ca_system_score_gemma":0.0001453911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111392,"about_ca_topic_score_gemma":0.0001287921,"domain_scores_codex":[0.9990441,0.0001054877,0.0003598492,0.0002292093,0.00008998529,0.0001713425],"domain_scores_gemma":[0.9988475,0.0008284945,0.00006307345,0.00009943276,0.00005168966,0.0001098337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001154946,0.000212234,0.9623595,0.00001708381,0.00001191605,0.0002939113,0.00002201427,0.0000019002,0.0002284777,0.0001479496,0.00107553,0.03447448],"study_design_scores_gemma":[0.002696902,0.004835025,0.9788687,0.00006488425,0.00002700308,0.00007981493,0.00004298891,0.000344019,0.00001454442,0.0008093567,0.01217666,0.00004012616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918326,0.00003317941,0.00002750276,0.003699624,0.0001990746,0.0002331264,0.00000122188,0.00008506674,0.003888573],"genre_scores_gemma":[0.9973062,0.00006943665,0.0004468408,0.0005746805,0.0001745167,0.0000400803,0.00002232406,0.00000868628,0.00135724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03443436,"threshold_uncertainty_score":0.2265997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1597970111566344,"score_gpt":0.4441528779104232,"score_spread":0.2843558667537888,"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."}}