{"id":"W4402099186","doi":"10.1093/ckj/sfae272","title":"Validation of arteriovenous access stage (AVAS) classification: a prospective, international multicentre study","year":2024,"lang":"en","type":"article","venue":"Clinical Kidney Journal","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Univerzita Karlova v Praze","keywords":"Medicine; Observational study; Prospective cohort study; Arteriovenous fistula; Surgery; Physical therapy; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009012981,0.0005875729,0.0006435491,0.001145164,0.0006830593,0.001320814,0.001056808,0.000867496,0.001975885],"category_scores_gemma":[0.01693919,0.0004224062,0.0009023546,0.001866817,0.0007344707,0.001019523,0.001209881,0.0007609994,0.0005332835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004357253,"about_ca_system_score_gemma":0.0007662833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002400424,"about_ca_topic_score_gemma":0.002594952,"domain_scores_codex":[0.9940852,0.00276954,0.0007468443,0.001339389,0.0006771347,0.0003819366],"domain_scores_gemma":[0.9816707,0.004831215,0.006876485,0.002481015,0.003034842,0.00110579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006352821,0.0001338423,0.9956017,0.0001105171,0.0001514393,0.00005517663,0.0002867853,0.00008838998,0.0001809443,0.00006373101,0.0005677497,0.002124578],"study_design_scores_gemma":[0.0001440035,0.0005794875,0.9965255,0.00009383602,0.0001575212,0.0002765706,0.0003639458,0.0005641824,0.0001221468,0.00007461181,0.0010838,0.00001449773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953671,0.0004933345,0.000868977,0.00006013789,0.0000342491,0.0002865923,0.002129354,0.000008240662,0.0007520875],"genre_scores_gemma":[0.9944972,0.0001438729,0.0009405572,0.0001081135,0.00004013194,0.0003955778,0.003717766,0.00001117298,0.000145548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009012981,"threshold_uncertainty_score":0.04766577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614564009587078,"score_gpt":0.5125435453299871,"score_spread":0.3510871443712794,"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."}}