{"id":"W4415012455","doi":"10.1177/15443167251376345","title":"Factors Affecting Accreditation in Extracranial Carotid Ultrasound Studies by the Intersocietal Accreditation Commission","year":2025,"lang":"en","type":"article","venue":"Journal for Vascular Ultrasound","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Accreditation; Commission; Ultrasound; Appropriateness criteria; Univariate analysis; Guideline; Delphi method; Carotid arteries","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":[0.01900901,0.0001779765,0.0002445966,0.002529049,0.0006261184,0.001141197,0.001088173,0.0004376153,0.002453001],"category_scores_gemma":[0.09491514,0.0001853063,0.0003720908,0.00395196,0.0009504316,0.0009144896,0.001905799,0.0007695793,0.0001860974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000794,"about_ca_system_score_gemma":0.006024966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01906152,"about_ca_topic_score_gemma":0.01066774,"domain_scores_codex":[0.9773236,0.008362221,0.003983669,0.001518317,0.006923813,0.001888299],"domain_scores_gemma":[0.825446,0.07280329,0.07590088,0.004190611,0.01402599,0.007633242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003257188,0.00003040739,0.994238,0.000057789,0.00001584786,0.00004033322,0.0003881666,0.0001079133,0.00005227312,0.0001370421,0.000397742,0.004501827],"study_design_scores_gemma":[0.000003140552,0.00005156934,0.997227,0.00008427489,0.000009560189,0.0001207104,0.0009801843,0.000369827,0.0001289249,0.00007457112,0.0009421343,0.000008187438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950375,0.0008218376,0.0007117925,0.001219861,0.00002772955,0.00008374908,0.0004497987,0.00001484358,0.001632832],"genre_scores_gemma":[0.9992315,0.0001341596,0.0002793997,0.00004168451,0.00001184627,0.0000318308,0.0001781055,0.000002689886,0.00008890941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01906152,"threshold_uncertainty_score":0.1005304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110424477036495,"score_gpt":0.3454990784686466,"score_spread":0.3143948336982816,"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."}}