{"id":"W4295067573","doi":"10.1111/hdi.13043","title":"In‐plane guided upper arm arteriovenous fistula cannulation with color ultrasound","year":2022,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hematoma; Surgery; Arteriovenous fistula; Hemodialysis; Ultrasound; Fistula; Patient satisfaction; Incidence (geometry); Postoperative hematoma; Anesthesia; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0005989111,0.0002622418,0.0003331384,0.0003047065,0.00009667245,0.0002648563,0.0002177318,0.000228059,0.0006147291],"category_scores_gemma":[0.001729957,0.0001060295,0.0002468151,0.0002002379,0.0002972117,0.000294356,0.0002212792,0.0002741461,0.0000881889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078931,"about_ca_system_score_gemma":0.0002576642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004308453,"about_ca_topic_score_gemma":0.0003554554,"domain_scores_codex":[0.9995124,0.0002335228,0.00003025593,0.00005628764,0.0001193076,0.0000481659],"domain_scores_gemma":[0.999047,0.0003142419,0.0003132524,0.00008272521,0.0001517977,0.00009102108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004915747,0.003109799,0.317015,0.001065327,0.0002817718,0.001518302,0.001531202,0.002451516,0.2456178,0.0002821359,0.00119026,0.4210211],"study_design_scores_gemma":[0.001261974,0.05466111,0.7162816,0.0002595824,0.001099078,0.03145878,0.001539032,0.03235465,0.1496206,0.0006605459,0.01061758,0.0001854908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804549,0.001359307,0.01747723,0.00006822987,0.00001975008,0.00004655208,0.00002182743,0.00007018423,0.0004820212],"genre_scores_gemma":[0.9901959,0.0006532625,0.008792746,0.00006299081,0.00003677149,0.00003250517,0.00002860796,0.00000521644,0.0001919354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006147291,"threshold_uncertainty_score":0.003167391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02563197864328537,"score_gpt":0.3248303228005736,"score_spread":0.2991983441572882,"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."}}