{"id":"W6884513885","doi":"10.1051/ject/1971034016/pdf","title":"Chronic Hemodialysis","year":2023,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Hemodialysis; Kidney disease; Diabetes mellitus; MEDLINE","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":[0.0002811253,0.0003273601,0.0003313162,0.0005314914,0.00062871,0.0007180547,0.0002848855,0.0004535835,0.130843],"category_scores_gemma":[0.000750442,0.00008533918,0.0003299828,0.0006356327,0.0001356164,0.0003250476,0.0004610153,0.000800177,0.04290818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000327412,"about_ca_system_score_gemma":0.0008416794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195065,"about_ca_topic_score_gemma":0.00202969,"domain_scores_codex":[0.9998145,0.00004137704,0.00001686073,0.00003448327,0.00005375405,0.00003913992],"domain_scores_gemma":[0.9996812,0.00005550347,0.00002539564,0.0000302548,0.00008602787,0.0001216187],"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":[0.0002386078,0.0005265443,0.01646184,0.0004763578,0.00006538763,0.001471001,0.00009285793,0.00007023068,0.001292493,0.005285031,0.4687325,0.5052872],"study_design_scores_gemma":[0.00007743791,0.0001766208,0.03627742,0.0004065978,0.00005174889,0.003462953,0.00007822088,0.0001583762,0.0004345275,0.001919078,0.9569449,0.00001200338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03346275,0.05189231,0.003101166,0.01573962,0.008128004,0.0004074445,0.00529711,0.0006225621,0.881349],"genre_scores_gemma":[0.1327817,0.03718048,0.002247694,0.007779262,0.006235228,0.0003135444,0.0073967,0.0001369289,0.8059284],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.130843,"threshold_uncertainty_score":0.4377134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483416725098081,"score_gpt":0.2555619345069874,"score_spread":0.2407277672560066,"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."}}