{"id":"W4385514247","doi":"10.1111/nep.14224","title":"Constipation and clinical outcomes in peritoneal dialysis: Results from Thailand <scp>PDOPPS</scp>","year":2023,"lang":"en","type":"article","venue":"Nephrology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Constipation; Peritoneal dialysis; Internal medicine; Peritonitis; Functional constipation; Hemodialysis; Population; Dialysis; Physical therapy","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":[0.0004299705,0.0001132693,0.0004143653,0.0001392507,0.00003630636,0.000009837921,0.00005071765,0.0001669346,0.00001561016],"category_scores_gemma":[0.003781513,0.00009843508,0.00009270844,0.0001825356,0.000274626,0.00004177307,0.0000554933,0.0002768171,0.00009789013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001167288,"about_ca_system_score_gemma":0.00005641927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007471197,"about_ca_topic_score_gemma":0.001999953,"domain_scores_codex":[0.9986829,0.0001513237,0.0004495975,0.0003539515,0.000111495,0.0002507143],"domain_scores_gemma":[0.9975756,0.001989309,0.00007741609,0.0002054575,0.00003606511,0.0001161794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002801726,0.0001156464,0.9951515,0.000006413602,0.00005759276,0.00009325226,0.0003835116,0.000008128234,0.0001207232,0.00003324057,0.002093049,0.001656809],"study_design_scores_gemma":[0.004447096,0.0004037563,0.9906418,0.00001522936,0.00009333978,0.00001883871,0.0004901641,0.0009639388,0.00000489713,0.000689807,0.002204857,0.00002627474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938274,0.00005089564,0.00002634992,0.004452204,0.0001519115,0.0001905,0.00004517324,0.00008779617,0.001167764],"genre_scores_gemma":[0.9973957,0.00007459101,0.0003950903,0.001584767,0.000106884,0.00001035197,0.0002035501,0.000008497917,0.0002205816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00450966,"threshold_uncertainty_score":0.4527097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03482180348636182,"score_gpt":0.320068949764528,"score_spread":0.2852471462781662,"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."}}