{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009002378,0.0001104916,0.0003761983,0.0001243177,0.0000328339,0.0001034585,0.00005503691,0.00006673711,0.000294386],"category_scores_gemma":[0.0001697426,0.0001109839,0.0003141584,0.0005395696,0.00003407231,0.0001978842,0.00001527636,0.0002452908,0.00004046758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242517,"about_ca_system_score_gemma":0.0003952517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004533599,"about_ca_topic_score_gemma":0.000118991,"domain_scores_codex":[0.9984885,0.00008070154,0.0006616542,0.0001723858,0.0003595437,0.0002371999],"domain_scores_gemma":[0.9990346,0.0003709828,0.0001373644,0.0001127076,0.0001619084,0.0001823718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375973,0.0005869174,0.8299742,0.0003494557,0.0003966831,0.003458937,0.0002159236,0.000004176814,0.0001161657,0.00000929667,0.02232388,0.1424268],"study_design_scores_gemma":[0.0004112005,0.00001803486,0.9952775,0.00150372,0.0001901084,0.001121679,0.0002487603,0.0005194171,0.00009723304,0.0001104359,0.000401867,0.00009999673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884099,0.009964927,0.00004221323,0.0008572611,0.000303917,0.0001089479,0.00001782614,0.00002340652,0.0002716087],"genre_scores_gemma":[0.9954684,0.003644022,0.0001069661,0.0002363679,0.0002471979,0.000003942951,0.00007054789,0.00002373451,0.0001987639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1653033,"threshold_uncertainty_score":0.4525793,"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."}}