{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006381989,0.0004678521,0.001436084,0.0005359205,0.003596355,0.0003648996,0.005221308,0.0001803236,0.001957674],"category_scores_gemma":[0.0002716256,0.0003380918,0.002033968,0.001343189,0.00009483515,0.001369205,0.00165827,0.001525333,0.00002085562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007205511,"about_ca_system_score_gemma":0.001432298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365277,"about_ca_topic_score_gemma":0.0005561331,"domain_scores_codex":[0.9928378,0.002066965,0.001674664,0.0004490158,0.001815401,0.001156092],"domain_scores_gemma":[0.9947783,0.0008225127,0.001822213,0.001228784,0.0008216546,0.0005265489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01043609,0.0064221,0.09801333,0.002683565,0.02368092,0.0002188269,0.06548164,0.08208555,0.008535402,0.0002758164,0.4842899,0.2178769],"study_design_scores_gemma":[0.04064948,0.002971211,0.1317617,0.001303726,0.03220106,0.0004445505,0.0131504,0.00523136,0.004343984,0.01709851,0.7463884,0.004455639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9238864,0.005260526,0.05783162,0.006009169,0.00303497,0.003164133,0.0001277866,0.00009397131,0.0005914721],"genre_scores_gemma":[0.9907743,0.001918292,0.0004267741,0.003552455,0.002208119,0.0002743716,0.00004622146,0.000174263,0.0006252202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2620985,"threshold_uncertainty_score":0.9999071,"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."}}