{"id":"W4380624140","doi":"10.1093/ndt/gfad063c_3197","title":"#3197 A NOVEL INVESTIGATION OF AVF WITH A SECOND HARMONIC GENERATION MICROSCOPY IN PATIENTS WITH END STAGE RENAL DISEASE","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Arteriovenous fistula; Fistula; Collagen fiber; Microscopy; Population; Hemodialysis; Vein; Radiology; Second-harmonic generation; Biomedical engineering; Pathology; Surgery; Laser; Optics; Anatomy","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":[0.0002072115,0.0001257179,0.0001618011,0.0005668098,0.000260925,0.0002163719,0.0001387714,0.0004267583,0.001307623],"category_scores_gemma":[0.0002396236,0.0000539804,0.000103494,0.0002051522,0.0001915946,0.000207087,0.0001852031,0.0002408557,0.0002318785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174853,"about_ca_system_score_gemma":0.0001487904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004322207,"about_ca_topic_score_gemma":0.0004888643,"domain_scores_codex":[0.9999018,0.00001980945,0.000008169739,0.00002933189,0.00002838869,0.00001244236],"domain_scores_gemma":[0.9998853,0.00002207986,0.00002546481,0.000007378426,0.00003298784,0.00002669825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002302421,0.0006166641,0.5742007,0.0003965692,0.00007026482,0.01287984,0.0006015063,0.000370321,0.3198789,0.0005067962,0.002378972,0.08579703],"study_design_scores_gemma":[0.000112415,0.004395584,0.8722855,0.00007113753,0.0001421895,0.03618635,0.0008515411,0.005717217,0.07093886,0.0004813952,0.008770572,0.0000472063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928733,0.001214163,0.003072248,0.0002902136,0.00004142789,0.00008609876,0.0002449845,0.00002793621,0.002149509],"genre_scores_gemma":[0.9949086,0.0003627226,0.003576647,0.0001466794,0.00006770531,0.00004456921,0.00009773041,0.000004185909,0.0007910455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001307623,"threshold_uncertainty_score":0.004374504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409471089954623,"score_gpt":0.2475001056098585,"score_spread":0.2334053947103122,"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."}}