{"id":"W4403833224","doi":"10.1681/asn.2024nb3yadgs","title":"Informing Choices about Arteriovenous Fistula Creation: Insights from a Prospective Cohort Study","year":2024,"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 Alberta; University of Calgary","funders":"","keywords":"Arteriovenous fistula; Medicine; Prospective cohort study; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006912288,0.0003059971,0.0002510072,0.0006299573,0.001086251,0.001374408,0.0006260211,0.0008026838,0.001468211],"category_scores_gemma":[0.01845455,0.0003181985,0.0008254671,0.001227728,0.0004862459,0.0007572363,0.0008301937,0.001152662,0.000128958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103468,"about_ca_system_score_gemma":0.001854438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1102845,"about_ca_topic_score_gemma":0.1322414,"domain_scores_codex":[0.9974257,0.001694915,0.0001258673,0.0002690761,0.000204967,0.000279346],"domain_scores_gemma":[0.9859541,0.007386071,0.003311625,0.001288238,0.0009316276,0.001128316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001406044,0.00009579293,0.9957814,0.00001271543,0.0001040026,0.00008103917,0.001271823,0.00007705441,0.00003218622,0.00008933559,0.000186808,0.002127135],"study_design_scores_gemma":[0.00006332133,0.0002959882,0.9905461,0.00008870487,0.0001953316,0.0002274037,0.005150007,0.001793407,0.0000452368,0.0005260835,0.001031066,0.00003727247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985082,0.000203569,0.0001991327,0.0002675509,0.000007068374,0.00001996197,0.000459874,0.000001676163,0.0003330465],"genre_scores_gemma":[0.9986921,0.0002415819,0.0003807641,0.000115302,0.000008656515,0.00002434294,0.0003715013,0.000001638271,0.000164046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102845,"threshold_uncertainty_score":0.2192851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739938246397516,"score_gpt":0.3385335723359379,"score_spread":0.3211341898719628,"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."}}