{"id":"W4311484542","doi":"10.1177/11297298221141499","title":"Hemodialysis Arteriovenous Access Cosmesis Scale (AVACS): A new measure for vascular access","year":2022,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; EVERSANA (Canada); University of Toronto; University Health Network","funders":"National Institute on Aging; BD","keywords":"Cosmesis; Hemodialysis; Vascular access; Medicine; Scale (ratio); Surgery","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":[0.006124545,0.0004843695,0.000447104,0.001961866,0.0003352344,0.0008506135,0.0007616814,0.0007460294,0.003146628],"category_scores_gemma":[0.01133808,0.0001699899,0.000929011,0.0009504437,0.001009314,0.001327297,0.001186287,0.001213992,0.0004691393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008543029,"about_ca_system_score_gemma":0.001167145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005054166,"about_ca_topic_score_gemma":0.0008636346,"domain_scores_codex":[0.9938577,0.002496987,0.0008088766,0.0003584942,0.002317457,0.0001606095],"domain_scores_gemma":[0.9911773,0.003882937,0.002138997,0.0003006398,0.001997727,0.0005024586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002260083,0.002462858,0.5761837,0.003982072,0.000708194,0.0003958196,0.003004386,0.002526788,0.009576136,0.00473968,0.01120735,0.3829529],"study_design_scores_gemma":[0.0003735799,0.005766199,0.9529282,0.001093237,0.0003242831,0.002278974,0.001859829,0.004785609,0.003406942,0.002491811,0.02452668,0.0001645887],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.895776,0.009027989,0.0371941,0.0033157,0.0008271332,0.007599571,0.003985475,0.0002183233,0.04205576],"genre_scores_gemma":[0.942031,0.001681311,0.04740076,0.000625545,0.0001820384,0.004361876,0.001421668,0.00001965576,0.002276226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006124545,"threshold_uncertainty_score":0.03239006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06908089168040295,"score_gpt":0.3800537829491501,"score_spread":0.3109728912687472,"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."}}