{"id":"W3004696160","doi":"10.1177/0896860819895362","title":"Incremental peritoneal dialysis","year":2020,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Peritoneal dialysis; Medicine; Renal function; Urology; Observational study; Dialysis; Randomized controlled trial; Clearance; Intensive care medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002035262,0.0003112255,0.0005949796,0.0002701684,0.0001408768,0.00017729,0.0003863583,0.00009384184,0.005501548],"category_scores_gemma":[0.0002347512,0.000276271,0.0008169478,0.0005262973,0.0001321399,0.0002048427,0.0003033962,0.0002256964,0.000704603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001858459,"about_ca_system_score_gemma":0.00008195846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432421,"about_ca_topic_score_gemma":0.00001776803,"domain_scores_codex":[0.9970327,0.00007755478,0.0006215132,0.0006736151,0.001245853,0.0003487653],"domain_scores_gemma":[0.9987649,0.00004115115,0.0001575256,0.0003094721,0.0001613376,0.0005655888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006960008,0.007544526,0.3155083,0.0006427406,0.02884622,0.002407237,0.01212007,0.001242305,0.2289109,0.01284814,0.1332734,0.2496962],"study_design_scores_gemma":[0.01120837,0.001053973,0.2781371,0.0001889381,0.007313752,0.00007232269,0.002671139,0.07303928,0.01952131,0.000297201,0.6042989,0.002197678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650768,0.0003264818,0.002041163,0.04110154,0.00115889,0.0005874436,0.0001804486,0.000316776,0.08921048],"genre_scores_gemma":[0.9884775,0.0001407898,0.001336064,0.005773401,0.002545709,0.00008011812,0.0006952355,0.00004256756,0.0009085679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4710256,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089198156788896,"score_gpt":0.2798376691978924,"score_spread":0.2589456876300034,"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."}}