{"id":"W4396579768","doi":"10.1007/978-3-031-52546-9_13","title":"Dialysis Interventions","year":2024,"lang":"lt","type":"book-chapter","venue":"","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Dialysis; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004409172,0.0003749976,0.0003539324,0.0005248985,0.0008563714,0.001317218,0.000763384,0.0007953448,0.2264019],"category_scores_gemma":[0.001715585,0.0001599054,0.0004446655,0.0005000624,0.000283379,0.0008668173,0.001048583,0.001385216,0.06260785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007180407,"about_ca_system_score_gemma":0.001729532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009650753,"about_ca_topic_score_gemma":0.002108896,"domain_scores_codex":[0.999726,0.00006480633,0.00002007304,0.00004570344,0.0001001028,0.0000433007],"domain_scores_gemma":[0.9995975,0.0001135344,0.00003080572,0.00005081166,0.00009531995,0.0001119822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007895196,0.0001726717,0.0007160507,0.0003887998,0.00001116586,0.0003968739,0.0001831963,0.0001292491,0.0004574329,0.02676914,0.6296606,0.3410358],"study_design_scores_gemma":[0.00001150305,0.00002388206,0.0005439862,0.0001537698,0.000004815232,0.0006097337,0.00004092315,0.00005286469,0.000143229,0.002878866,0.9955322,0.000004244325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002138831,0.009701992,0.004620381,0.006839915,0.003539457,0.0001884153,0.001205336,0.0004993931,0.9712663],"genre_scores_gemma":[0.02036154,0.008298516,0.002994844,0.007610264,0.001459078,0.0002069114,0.001174128,0.000141205,0.9577535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2264019,"threshold_uncertainty_score":0.7573897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09413684739440951,"score_gpt":0.3805555005361645,"score_spread":0.286418653141755,"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."}}