{"id":"W4415475645","doi":"10.1681/asn.2025dmph52z2","title":"Novel Patient-Centric Automated Peritoneal Dialysis (APD) Cycler Connector with Touch Contamination Prevention: In Vitro Comparison","year":2025,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Peritoneal dialysis; Contamination; Dialysis; In vitro","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001614423,0.0005612834,0.0006306833,0.0005573146,0.0003051804,0.0009190387,0.0005609954,0.0008734934,0.001833416],"category_scores_gemma":[0.002491513,0.0002785234,0.0007882257,0.0005227791,0.0003305237,0.0006086769,0.0005678535,0.0006415809,0.0003964697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003413287,"about_ca_system_score_gemma":0.0003806915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007567288,"about_ca_topic_score_gemma":0.0008329934,"domain_scores_codex":[0.9974878,0.0009410721,0.0002406876,0.0003827409,0.0007704396,0.0001772757],"domain_scores_gemma":[0.997592,0.0008055833,0.0004036731,0.0002641905,0.0007295364,0.0002050908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002641161,0.004971346,0.006682753,0.002025725,0.0001590719,0.000525664,0.0005977974,0.003982996,0.9540873,0.0004302817,0.0007542978,0.02314161],"study_design_scores_gemma":[0.0002408727,0.08670584,0.03959891,0.0002046636,0.0005528696,0.001450341,0.001184453,0.01532331,0.8425117,0.0002344597,0.01185388,0.0001387883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991037,0.003515713,0.003189892,0.00008038897,0.0001902775,0.0002511326,0.0004133818,0.00004051644,0.001281623],"genre_scores_gemma":[0.9849339,0.002496148,0.01048653,0.00009087576,0.00007168976,0.0001292877,0.0006831385,0.00001703205,0.001091314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001833416,"threshold_uncertainty_score":0.008538008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156540237601055,"score_gpt":0.3415837452821038,"score_spread":0.3200183429060932,"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."}}