{"id":"W4413739374","doi":"10.1016/j.jss.2025.07.057","title":"Patient Activation Predicts Postoperative Quality of Life Following Proctectomy Better Than Low Anterior Resection Syndrome: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Johnson and Johnson","keywords":"Retrospective cohort study; Medicine; Cohort; Resection; Surgery; Quality of life (healthcare); Internal medicine; Nursing","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":[0.0005541574,0.000411647,0.000492958,0.0007375597,0.0008730016,0.001177647,0.0004809863,0.0008207784,0.002763143],"category_scores_gemma":[0.002021906,0.000467001,0.001304723,0.001365743,0.0005256227,0.000855504,0.0006409684,0.001461178,0.0003953765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340666,"about_ca_system_score_gemma":0.0005956054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004060427,"about_ca_topic_score_gemma":0.005404413,"domain_scores_codex":[0.9994299,0.0001150261,0.00006634901,0.0001669008,0.00006779882,0.0001540486],"domain_scores_gemma":[0.9981086,0.0002346621,0.0008500313,0.0002280078,0.000135717,0.0004429327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000114102,0.0000353319,0.9992778,0.000003426959,0.00008940884,0.0000825243,0.000040982,0.00001061121,0.00009296276,0.00001250275,0.00004793726,0.0001924304],"study_design_scores_gemma":[0.00001003102,0.0001380165,0.9988157,0.000004945426,0.00007832551,0.0003884965,0.0002871196,0.00008704972,0.00003050014,0.00003002296,0.0001223548,0.00000747667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992544,0.0001525028,0.00005032392,0.00003772378,0.00001545515,0.00000505463,0.0002547187,0.000001290023,0.0002284403],"genre_scores_gemma":[0.9992778,0.00008755468,0.00003683278,0.00003121632,0.00002058569,0.000006500584,0.0003620376,0.000002182444,0.0001753054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004060427,"threshold_uncertainty_score":0.009243667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813515029744766,"score_gpt":0.4127766156150409,"score_spread":0.3646414653175933,"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."}}