{"id":"W1750163941","doi":"10.1177/089686080002000104","title":"Peritoneal Membrane Transport and Hypoalbuminemia: Cause or Effect?","year":2000,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Peritoneal dialysis; Hypoalbuminemia; Medicine; Intensive care medicine; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002396786,0.0002876593,0.0005434457,0.0002384506,0.0001147105,0.00007496956,0.0001760904,0.0001108374,0.01071256],"category_scores_gemma":[0.00005692069,0.0002072341,0.0003322229,0.0002547985,0.0001585738,0.0001539415,0.00003897955,0.0001840046,0.0001670548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008212848,"about_ca_system_score_gemma":0.00005454485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001805075,"about_ca_topic_score_gemma":0.00008301581,"domain_scores_codex":[0.9979499,0.00005674377,0.0004471992,0.0005279205,0.0007263142,0.0002919531],"domain_scores_gemma":[0.9991866,0.00007748775,0.00006223449,0.0002873447,0.00006830371,0.0003180292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0233171,0.005154653,0.2161172,0.001257348,0.01526602,0.00679374,0.004255129,0.0005478752,0.03559352,0.001514698,0.01218044,0.6780023],"study_design_scores_gemma":[0.0143599,0.001491275,0.5981871,0.000425562,0.007546816,0.0006430683,0.0002840774,0.009937222,0.009091011,0.00007571577,0.3564173,0.001540967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639674,0.0001861548,0.0000348749,0.002391361,0.000319194,0.0003418127,0.00005879824,0.00009326015,0.03260712],"genre_scores_gemma":[0.9781132,0.0007810575,0.0003481361,0.0007251285,0.0008594418,0.0000989777,0.0004054991,0.00003509289,0.01863349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6764613,"threshold_uncertainty_score":0.9901918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009259858273784,"score_gpt":0.2726181219641145,"score_spread":0.2625255233813767,"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."}}