{"id":"W4397040834","doi":"10.1681/asn.20233411s115a","title":"Long-Term Intervention Rate with Drug-Coated Balloons for Dysfunctional Arteriovenous (AV) Fistulas: Meeting KDOQI Targets in the IN.PACT AV Access Trial","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pact; Drug; Arteriovenous fistula; Surgery; Pharmacology","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":[0.002881478,0.0005363868,0.001311065,0.0001256496,0.0002507004,0.001118677,0.0003584609,0.0007776298,0.001707561],"category_scores_gemma":[0.004115161,0.0002520182,0.001172373,0.0002904196,0.0003801104,0.0006256814,0.000368404,0.00164659,0.0002182542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003259099,"about_ca_system_score_gemma":0.00068033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005991597,"about_ca_topic_score_gemma":0.000785255,"domain_scores_codex":[0.9986733,0.000811953,0.00009451443,0.0001812393,0.0001254777,0.0001135445],"domain_scores_gemma":[0.997497,0.0007789526,0.0007480691,0.0002284469,0.0002025916,0.000544809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.9092219,0.004398525,0.04312575,0.00162301,0.003972895,0.00009526945,0.0001720649,0.0005617138,0.002681743,0.0003259556,0.003295213,0.03052599],"study_design_scores_gemma":[0.5899466,0.1507035,0.2347457,0.0005240649,0.010747,0.0005963466,0.0001844495,0.002665823,0.002789233,0.0009456361,0.006069475,0.00008219956],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920171,0.003318144,0.0003810748,0.0005489057,0.0001617215,0.000509691,0.0009769924,0.00001724541,0.002069031],"genre_scores_gemma":[0.9955794,0.001005258,0.0004673552,0.0004195549,0.0002243181,0.0005970838,0.001000273,0.000007249464,0.0006994675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002881478,"threshold_uncertainty_score":0.01523894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04492036573587222,"score_gpt":0.3720066071233599,"score_spread":0.3270862413874877,"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."}}