{"id":"W2793692742","doi":"10.1159/000485158","title":"Visions in a Crystal Ball: The Future of Peritoneal Dialysis","year":2018,"lang":"en","type":"review","venue":"Blood Purification","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Nephrology; Renal replacement therapy; Acute kidney injury; Cardiorenal syndrome; Dialysis; Regimen; Kidney transplantation; Renal function; Transplantation; Internal medicine","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":[0.0007663924,0.0002557987,0.001103324,0.0003991113,0.00007622175,0.00002334314,0.0004494936,0.0004146997,0.0002821322],"category_scores_gemma":[0.0002233725,0.0001548486,0.0004514145,0.001141373,0.0001874277,0.00005113604,0.00008507483,0.0006247481,0.0001049898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007678336,"about_ca_system_score_gemma":0.0008230691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002313079,"about_ca_topic_score_gemma":0.00001344721,"domain_scores_codex":[0.9977,0.0002908001,0.000761496,0.0004139326,0.0005705655,0.0002631838],"domain_scores_gemma":[0.9980114,0.0001361367,0.0003558418,0.001135695,0.000227513,0.0001334457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005785994,0.0009347221,0.0001257574,0.01149543,0.0007161879,0.00002046968,0.0005362261,9.895002e-9,0.0002448639,0.0003946601,0.01560941,0.9698644],"study_design_scores_gemma":[0.0003672176,0.0001529384,0.000279571,0.002435069,0.002044859,0.00007314553,0.00008107061,0.000006515508,0.00002544631,0.00001050837,0.9943984,0.000125238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001650219,0.9953709,0.00001550821,0.001125804,0.000147229,0.001697847,0.000341874,0.00002567655,0.001110163],"genre_scores_gemma":[0.0003214917,0.9952773,0.0003087905,0.00003397579,0.001273322,0.0004919407,0.001371547,0.00004885773,0.0008728059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.978789,"threshold_uncertainty_score":0.6314543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347612042899644,"score_gpt":0.3774207739948778,"score_spread":0.3339446535658813,"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."}}