{"id":"W4402719596","doi":"10.1093/bjs/znae243","title":"Service specification in aortic centres—UK Aortic Society survey","year":2024,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Service (business); Internal medicine; Marketing","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":[0.001855273,0.0003064402,0.0004803339,0.003378417,0.0005487911,0.001546422,0.0009479771,0.001342691,0.0143835],"category_scores_gemma":[0.01466836,0.0005200625,0.0007314452,0.008438382,0.000540104,0.001388032,0.002718734,0.0008487125,0.002257624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003780424,"about_ca_system_score_gemma":0.003332145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1119914,"about_ca_topic_score_gemma":0.1316151,"domain_scores_codex":[0.9925605,0.001223446,0.002338252,0.0006418393,0.001854229,0.001381716],"domain_scores_gemma":[0.9768,0.003324824,0.01140599,0.0004665618,0.00423147,0.003771189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003157114,0.00008054459,0.9544243,0.0005257945,0.00008685425,0.0003745804,0.001455801,0.0003890066,0.0003226067,0.0005239063,0.02627904,0.01522191],"study_design_scores_gemma":[0.00001219189,0.00006038806,0.9924192,0.0001987771,0.000008670643,0.0002729818,0.0013253,0.0001052969,0.00003158225,0.00003801141,0.00551386,0.00001381581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178059,0.00575243,0.0003401487,0.008154298,0.0002027246,0.0001132762,0.05060062,0.00004951148,0.01698113],"genre_scores_gemma":[0.9639952,0.004462697,0.0002790476,0.002118642,0.00009550356,0.0001429646,0.02315931,0.00004559652,0.005701055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1119914,"threshold_uncertainty_score":0.2226791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07079210544176893,"score_gpt":0.2859627332134961,"score_spread":0.2151706277717272,"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."}}