{"id":"W7014268404","doi":"","title":"Patient-centered approach to Low Anterior Resection Syndrome","year":2021,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Intraoperative Neuromonitoring and Anesthetic Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jewish General Hospital","keywords":"Resection; MEDLINE; Complication; Closure (psychology); Reduction (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003951492,0.0008694747,0.001227323,0.0005418894,0.0007839921,0.0001272084,0.0002686832,0.0007620765,0.0001113283],"category_scores_gemma":[0.000789957,0.0008598789,0.0004975974,0.0007616214,0.00003973098,0.0002536817,0.00009343526,0.001909163,0.0003302328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006278298,"about_ca_system_score_gemma":0.00009527071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001023025,"about_ca_topic_score_gemma":0.00004330849,"domain_scores_codex":[0.995202,0.0005163169,0.0008689594,0.001538852,0.001051649,0.0008221941],"domain_scores_gemma":[0.997338,0.00009603951,0.0003156934,0.0009191362,0.0007119137,0.000619232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003057211,0.003368599,0.0001302367,0.005067363,0.0007264946,0.005340527,0.0001489845,0.00003591468,0.8396733,0.002033067,0.00004576011,0.1403725],"study_design_scores_gemma":[0.004311514,0.006714321,0.009251817,0.01482283,0.0007744101,0.005985553,0.001597695,0.00004696426,0.9296476,0.0001779364,0.02423766,0.002431762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474182,0.0002144409,2.065619e-7,0.0000207048,0.00322588,0.001476158,0.0002189972,0.0002532279,0.04717224],"genre_scores_gemma":[0.981693,0.00009573901,0.0005885703,0.0004268324,0.0001395646,0.0003571036,0.00140927,0.0002830971,0.0150068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379407,"threshold_uncertainty_score":0.9993852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530469882984641,"score_gpt":0.2571228058426911,"score_spread":0.2418181070128447,"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."}}