{"id":"W2617004241","doi":"10.1093/ndt/gfx151.sp503","title":"SP503INTERNATIONAL VARIATION IN PERITONEAL DIALYSIS (PD) CATHETER PRACTICES: PRELIMINARY RESULTS FROM THE PERITONEAL DIALYSIS OUTCOMES AND PRACTICE PATTERNS STUDY (PDOPPS)","year":2017,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; London Health Sciences Centre","funders":"","keywords":"Medicine; Peritoneal dialysis; Dialysis; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001583993,0.000190096,0.0001704216,0.0009210847,0.0003371104,0.0006377997,0.0005209377,0.000348616,0.00239977],"category_scores_gemma":[0.004793094,0.00021982,0.0004517996,0.002376259,0.000266944,0.000671851,0.001190659,0.000470515,0.0004323577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004044362,"about_ca_system_score_gemma":0.0006014807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01801699,"about_ca_topic_score_gemma":0.02276408,"domain_scores_codex":[0.9991134,0.0003375857,0.0001308944,0.0001428131,0.0001617061,0.0001136005],"domain_scores_gemma":[0.996242,0.0008185345,0.001399532,0.0003851758,0.0006141709,0.0005406554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004523745,0.00002140802,0.9974461,0.00001614835,0.00002793142,0.00001882378,0.000355881,0.00001474404,0.00006118933,0.00001632557,0.0002487746,0.001727478],"study_design_scores_gemma":[0.000003935834,0.00003640872,0.9993661,0.000008694146,0.000009496225,0.00003416322,0.0003141118,0.00003670772,0.0000163343,0.000007963708,0.0001647643,0.000001224793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994628,0.00007003275,0.0002658013,0.0001226241,0.000004485497,0.00005166531,0.00387891,0.000005325176,0.0009730505],"genre_scores_gemma":[0.9959771,0.00008063337,0.0003896316,0.00006972894,0.00000879898,0.0000686885,0.003161929,0.000004408329,0.0002390957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01801699,"threshold_uncertainty_score":0.03582424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08666921230649444,"score_gpt":0.4109179490881164,"score_spread":0.324248736781622,"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."}}