{"id":"W2030034629","doi":"10.1002/bjs.4210","title":"Optimal preoperative assessment and surgery for rectal cancer may greatly limit the need for radiotherapy","year":2003,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"Ontario Ministry of Health and Long-Term Care; Macmillan Cancer Support","keywords":"Medicine; Total mesorectal excision; Radiation therapy; Surgery; Colorectal cancer; Preoperative care; Rectum; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001360411,0.0001848868,0.0008090066,0.0001141755,0.0001887897,0.0001085807,0.00005160828,0.00008738859,0.0001555464],"category_scores_gemma":[0.0004543272,0.0001432466,0.0005491155,0.0001749619,0.0001116079,0.0001862021,0.00000837144,0.0002112297,1.868075e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003151843,"about_ca_system_score_gemma":0.0008661448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007117292,"about_ca_topic_score_gemma":0.00002016109,"domain_scores_codex":[0.9983799,0.0001582435,0.0005985675,0.0002159169,0.0003026987,0.0003447107],"domain_scores_gemma":[0.9957952,0.003147315,0.0003249959,0.0000990191,0.0004315929,0.0002018217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005298864,0.0007184133,0.6777146,0.000256535,0.002438329,0.001053252,0.0002847255,0.00009119039,0.0004214609,0.00008042205,0.06608552,0.2455567],"study_design_scores_gemma":[0.007789874,0.001410177,0.894972,0.002063813,0.0008086018,0.01636833,0.0004321733,0.0003060439,0.002853113,0.0001373484,0.07228503,0.0005735573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767424,0.01810131,0.001042252,0.002213395,0.000799905,0.0008654661,0.00006550343,0.00001286121,0.0001569109],"genre_scores_gemma":[0.9838284,0.009971347,0.004060428,0.0006982933,0.0005318253,0.0003052433,0.00001046637,0.00005221441,0.0005417692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2449832,"threshold_uncertainty_score":0.5841426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06239637139329429,"score_gpt":0.345006216583782,"score_spread":0.2826098451904877,"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."}}