{"id":"W2125456809","doi":"10.1111/j.0894-0959.2004.17216.x","title":"APPROACHES TO QUOTIDIAN DIALYSIS: Bellco Formula Domus Home Care System","year":2004,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Medicine; Dialysis; Backup; Troubleshooting; Population; Computer science; Surgery; Operating system","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"],"consensus_categories":[],"category_scores_codex":[0.0002457353,0.0003021576,0.000553404,0.000695193,0.0001528742,0.00002825296,0.0004618713,0.000398761,0.00002577014],"category_scores_gemma":[0.00004165683,0.0003099597,0.0002103885,0.001186378,0.00005690127,0.00008917851,0.0001029234,0.000351503,0.0001788487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007227076,"about_ca_system_score_gemma":0.00003405772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001579915,"about_ca_topic_score_gemma":0.001182247,"domain_scores_codex":[0.9983116,0.00003410034,0.0004762748,0.000382149,0.0002280314,0.0005678088],"domain_scores_gemma":[0.9990794,0.00004712829,0.00004403892,0.0006665834,0.0000330746,0.0001297635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009539504,0.0002210687,0.007835441,0.001041059,0.000673824,0.0004441433,0.0491326,0.7448018,0.002653317,0.01829509,0.0005117699,0.1742944],"study_design_scores_gemma":[0.01549617,0.001722281,0.01685964,0.007558691,0.003612002,0.0004345699,0.2172064,0.03187785,0.6405194,0.02174163,0.02953715,0.01343415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783993,0.002383591,0.005250349,0.000304393,0.000580295,0.0005104407,0.00005071875,0.000980149,0.01154075],"genre_scores_gemma":[0.9964232,0.0001594774,0.00295471,0.00003453538,0.0001029777,0.0001638946,0.00003919206,0.00005259351,0.00006946229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.712924,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258241235075064,"score_gpt":0.186138343445579,"score_spread":0.1735559310948284,"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."}}