{"id":"W71216383","doi":"10.1093/joneph/20.4.399","title":"Interventional nephrology: from episodic to coordinated vascular access care","year":2007,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Nephrology; Subspecialty; Intensive care medicine; Vascular access; Internal medicine; Dialysis; Psychological intervention; Interventional cardiology; Hemodialysis; Medical emergency; Nursing; Family 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":[0.02076214,0.00112034,0.001260442,0.002565021,0.004556549,0.01711843,0.005121459,0.008411689,0.0137142],"category_scores_gemma":[0.01782812,0.0008307588,0.000903606,0.002159358,0.009210418,0.01505136,0.02343488,0.01490069,0.003893789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01136814,"about_ca_system_score_gemma":0.03311091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005506135,"about_ca_topic_score_gemma":0.009427771,"domain_scores_codex":[0.9841306,0.005463894,0.001370461,0.002207143,0.004905635,0.001922266],"domain_scores_gemma":[0.9558451,0.00495804,0.002091283,0.002308218,0.004380549,0.03041693],"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":[0.0001710629,0.0004953561,0.007371794,0.001915455,0.0001907851,0.0006669763,0.003026326,0.00141088,0.0007300245,0.09417735,0.4139562,0.4758878],"study_design_scores_gemma":[0.0001243967,0.0004243893,0.008425922,0.00348001,0.00005852961,0.001317724,0.004229601,0.001035217,0.0002784832,0.1008707,0.8796365,0.0001185234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00586946,0.0855194,0.04120322,0.8111003,0.01803588,0.0002593558,0.000225606,0.001579999,0.0362067],"genre_scores_gemma":[0.2066608,0.204592,0.1409165,0.3414511,0.07486706,0.001156417,0.001337204,0.001193639,0.02782545],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02076214,"threshold_uncertainty_score":0.1098019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04002725806130657,"score_gpt":0.3912818586207275,"score_spread":0.3512546005594209,"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."}}