{"id":"W4399053264","doi":"10.1111/codi.17035","title":"Nonoperative management protocol for locally advanced rectal cancer","year":2024,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University Health Network; Sinai Health System; Université de Montréal; Queen Elizabeth II Health Sciences Centre; Centre Hospitalier de l’Université de Montréal; Université Laval; St. Michael's Hospital; McMaster University; St. Paul's Hospital; McGill University Health Centre; McGill University; St. Joseph’s Healthcare Hamilton; University of British Columbia; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Chemoradiotherapy; Colorectal cancer; Surgery; Abdominoperineal resection; Stage (stratigraphy); Cancer; General surgery; Radiation therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007579699,0.0003100014,0.0003229435,0.000121515,0.000108797,0.00007559174,0.0001014575,0.00006286659,0.000909419],"category_scores_gemma":[0.00005217676,0.0002419282,0.0003019896,0.0003994515,0.00009773141,0.0001583806,0.00008440374,0.0001399793,0.0001224125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006482182,"about_ca_system_score_gemma":0.0004490925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008337284,"about_ca_topic_score_gemma":0.00001671844,"domain_scores_codex":[0.9982579,0.00003207098,0.0002730586,0.0006976826,0.0003166319,0.0004226463],"domain_scores_gemma":[0.9989936,0.00009540265,0.00003377123,0.0002159527,0.0001288412,0.0005323859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.141024,0.003280833,0.01088051,0.01068897,0.002868744,0.006866601,0.0007062195,0.000381374,0.003236895,0.00663454,0.02678559,0.7866458],"study_design_scores_gemma":[0.03817072,0.009643118,0.20727,0.008054351,0.002274751,0.0000682586,0.0002444517,0.02725873,0.01211117,0.003034172,0.6897708,0.002099528],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2233035,0.001203458,0.001082071,0.002842591,0.001407175,0.7192783,0.0007284021,0.001362591,0.04879189],"genre_scores_gemma":[0.3183512,0.00001843079,0.0006820974,0.0002693595,0.0001975958,0.6757603,0.00005499757,0.00005918893,0.00460681],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7845462,"threshold_uncertainty_score":0.99575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648526926456842,"score_gpt":0.3897502464605223,"score_spread":0.3632649771959539,"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."}}