{"id":"W4413504263","doi":"10.64628/aam.rupktvsvs","title":"Hemodialysis: New research could vastly improve this life-sustaining treatment for kidney failure patients","year":2022,"lang":"en","type":"article","venue":"","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hemodialysis; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003332601,0.0004968368,0.001307313,0.0006455046,0.000777319,0.003811123,0.001475219,0.002613176,0.02088554],"category_scores_gemma":[0.008219196,0.0001526526,0.001157052,0.000660766,0.001042689,0.004932122,0.001281092,0.004103681,0.003297581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001491877,"about_ca_system_score_gemma":0.00635911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128481,"about_ca_topic_score_gemma":0.003993283,"domain_scores_codex":[0.9991473,0.0002981014,0.000109277,0.00009363017,0.0002300331,0.0001217176],"domain_scores_gemma":[0.9898719,0.003412053,0.001093762,0.0005035315,0.002617349,0.002501392],"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":[0.0005393827,0.001423203,0.008766003,0.002772798,0.0003560742,0.0002637352,0.0001811295,0.0005827352,0.002954384,0.03226467,0.1595507,0.7903452],"study_design_scores_gemma":[0.0005532276,0.001676693,0.02225997,0.007274159,0.0009460137,0.001231629,0.001506921,0.001401482,0.002329937,0.1063351,0.8543316,0.0001532159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01284858,0.3610576,0.01056902,0.5479274,0.02734318,0.0001113,0.0007485726,0.0004631078,0.03893125],"genre_scores_gemma":[0.1502994,0.5787518,0.03309723,0.129681,0.09130476,0.0002084395,0.001764451,0.000140989,0.01475192],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02088554,"threshold_uncertainty_score":0.06986904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05280342993122535,"score_gpt":0.3408190210721037,"score_spread":0.2880155911408784,"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."}}