{"id":"W123229057","doi":"","title":"Impact of single-needle therapy in new chronic hemodialysis starts for individuals with arteriovenous fistulae.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Arteriovenous fistula; Catheter; Central venous catheter; Surgery; Fistula; Vascular access","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":[0.001544256,0.000158602,0.0002564317,0.0007119899,0.0006189927,0.000810502,0.0003043639,0.0003568577,0.001215518],"category_scores_gemma":[0.01163663,0.0001288265,0.0003516533,0.000535767,0.0002650349,0.0007520771,0.0005938038,0.0005748908,0.00009993726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009258214,"about_ca_system_score_gemma":0.000965335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005492537,"about_ca_topic_score_gemma":0.01225187,"domain_scores_codex":[0.997841,0.0007719947,0.0002564512,0.0002703902,0.0006348438,0.0002252429],"domain_scores_gemma":[0.9814377,0.004947883,0.01001654,0.0003103561,0.0009178646,0.002369699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001825052,0.0001322224,0.987699,0.00004332903,0.00002280779,0.0002673591,0.0001709997,0.00004138876,0.0001938632,0.00002100018,0.0001515709,0.01107402],"study_design_scores_gemma":[0.000007274527,0.0004685286,0.9975237,0.00004010483,0.00002329992,0.0008435904,0.000380319,0.0001397249,0.0001006872,0.00001291805,0.000454857,0.000004971561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971877,0.001313177,0.00009422678,0.0002522546,0.00002162117,0.00001924795,0.0001503012,0.000007547706,0.000953943],"genre_scores_gemma":[0.9989675,0.0004036942,0.0002564057,0.000102941,0.00003397924,0.00001160097,0.0001388543,0.000002106354,0.00008295824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005492537,"threshold_uncertainty_score":0.01092112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424844172954991,"score_gpt":0.3254447452218752,"score_spread":0.2711963034923253,"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."}}