{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9f52b6c1ec85","filters":{"venue":"Journal of Vascular Societies Great Britain and Ireland"}},"results":[{"id":"W4397026120","doi":"10.54522/jvsgbi.2024.127","title":"Single-centre prospective cohort study investigating the associations and one-year trends of frailty, cognition, disability and quality of life pre- and post-intervention for chronic limb-threatening ischaemia","year":2024,"lang":"en","type":"article","venue":"Journal of Vascular Societies Great Britain and Ireland","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Medicine; Quality of life (healthcare); Mood; Prospective cohort study; Montreal Cognitive Assessment; Physical therapy; Cohort; Telephone interview; Cognition; Gerontology; Cohort study; Disease; Internal medicine; Dementia; Psychiatry","authors":[{"name":"JSM Houghton","is_ca":false},{"name":"Amirah Essop-Adam","is_ca":false},{"name":"Sarah Nduwayo","is_ca":false},{"name":"ATO Nickinson","is_ca":false},{"name":"Ian W. Black","is_ca":false},{"name":"N Bryant","is_ca":false},{"name":"Anna Meffen","is_ca":false},{"name":"Laura J. Gray","is_ca":false},{"name":"Simon Conroy","is_ca":false},{"name":"TJ Payne","is_ca":false},{"name":"HS Rayt","is_ca":false},{"name":"RD Sayers","is_ca":false},{"name":"VJ Haunton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03063645278191503,"gpt":0.3002364844484702,"spread":0.2696000316665552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001912325,0.000449799,0.000801768,0.0009343134,0.0009424574,0.0009081959,0.0006958615,0.0008146209,0.001700996],"category_scores_gemma":[0.003188545,0.000608728,0.001065819,0.00160371,0.0003978024,0.0007738412,0.0007808811,0.001008977,0.0004375807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064933,"about_ca_system_score_gemma":0.0007075125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148171,"about_ca_topic_score_gemma":0.01494063,"domain_scores_codex":[0.9989548,0.0002196762,0.0001312929,0.0003258392,0.0001638038,0.0002045155],"domain_scores_gemma":[0.9971469,0.000357773,0.001066684,0.000374095,0.0004103917,0.000644133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004919022,0.0001024756,0.9982835,0.00001950549,0.0002077454,0.00009309568,0.0001133863,0.00002139023,0.0001593902,0.00001006395,0.00009403276,0.0004034326],"study_design_scores_gemma":[0.00005297351,0.0007831666,0.9983932,0.00001358509,0.00009097332,0.0002066427,0.0001823186,0.00009872056,0.00002547324,0.00001143763,0.0001340487,0.000007507138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987987,0.0001661479,0.00007706798,0.00001605479,0.000008134634,0.00003405749,0.0007781589,0.000002693782,0.000118969],"genre_scores_gemma":[0.9983689,0.0001029729,0.0001053122,0.00003533917,0.00001272195,0.00005054885,0.001138784,0.00000234123,0.0001830925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01148171,"threshold_uncertainty_score":0.02282977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405110381","doi":"10.54522/jvsgbi.2024.150","title":"The prevalence and solutions to burnout amongst surgical trainees","year":2024,"lang":"en","type":"article","venue":"Journal of Vascular Societies Great Britain and Ireland","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Burnout; Psychology; Medicine; Clinical psychology; Nursing","authors":[{"name":"Aqeel Nasim","is_ca":false},{"name":"D Srinivasmurthy","is_ca":false},{"name":"Howard Searle","is_ca":false},{"name":"Yaoxiang Yu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03126717721349004,"gpt":0.3603738776933914,"spread":0.3291067004799013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01235515,0.0004747816,0.001363105,0.006689888,0.00080041,0.003092403,0.001182061,0.002065984,0.002768733],"category_scores_gemma":[0.0435424,0.0006785082,0.003109155,0.004578834,0.001273214,0.002391348,0.001937151,0.001454223,0.0002792754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001800991,"about_ca_system_score_gemma":0.006157991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002974973,"about_ca_topic_score_gemma":0.005043908,"domain_scores_codex":[0.9912797,0.004014826,0.002057016,0.0004856038,0.001818688,0.0003442978],"domain_scores_gemma":[0.9680107,0.0223601,0.006189719,0.0002973413,0.002659251,0.0004828625],"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":[0.0002736487,0.00008471908,0.009146108,0.4795681,0.002492373,0.0003205297,0.00477978,0.0002095375,0.0005721626,0.002453111,0.006382488,0.4937175],"study_design_scores_gemma":[0.0002386939,0.0006997824,0.05638146,0.7529256,0.00862253,0.003787012,0.01203946,0.0002147841,0.0009509817,0.004402084,0.1596196,0.0001180526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002926933,0.9931729,0.0001458788,0.002405289,0.000316317,0.00003194365,0.00005787746,0.000003176434,0.0009395713],"genre_scores_gemma":[0.03619933,0.9609864,0.0008019606,0.001233578,0.0003239959,0.0001278701,0.00008820482,0.000004024388,0.0002346753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01235515,"threshold_uncertainty_score":0.06534106,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4375818499","doi":"10.54522/jvsgbi.2023.074","title":"Ambulatory vascular clinics provide a safe and effective pathway for management of chronic limb threatening ischaemia","year":2023,"lang":"en","type":"article","venue":"Journal of Vascular Societies Great Britain and Ireland","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Interquartile range; Medicine; Ambulatory; Amputation; Referral; Emergency medicine; Emergency department; Vascular surgery; Internal medicine; Surgery; Cardiac surgery","authors":[{"name":"A Sivaharan","is_ca":false},{"name":"T Williams","is_ca":false},{"name":"Cassie Ng","is_ca":false},{"name":"R Nixon","is_ca":false},{"name":"M Green","is_ca":false},{"name":"L Benton","is_ca":false},{"name":"S O’Shea","is_ca":false},{"name":"S Prouse","is_ca":false},{"name":"R Bell","is_ca":false},{"name":"A Patel","is_ca":false},{"name":"S Patel","is_ca":false},{"name":"N Thulasidasan","is_ca":false},{"name":"J Partridge","is_ca":false},{"name":"B Sandford","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01057628589902474,"gpt":0.2596647302896151,"spread":0.2490884443905903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000644603,0.000252735,0.0003300501,0.0007486702,0.0008278543,0.001480595,0.000616013,0.0006727265,0.02358009],"category_scores_gemma":[0.004810522,0.0001762251,0.000279237,0.0007354473,0.0003381043,0.0005832529,0.001490508,0.0009354062,0.003394288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007357821,"about_ca_system_score_gemma":0.001875457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0032453,"about_ca_topic_score_gemma":0.008025086,"domain_scores_codex":[0.9989717,0.000272262,0.00009142997,0.0001392602,0.0002499899,0.0002753269],"domain_scores_gemma":[0.9950492,0.0006476775,0.001500231,0.0001630579,0.000658177,0.001981668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000436238,0.0007122786,0.515791,0.00101963,0.0002164962,0.00643134,0.001194176,0.0004822426,0.001970985,0.001538817,0.1398602,0.3303466],"study_design_scores_gemma":[0.0003036872,0.00122734,0.8653535,0.002310122,0.00007981929,0.020501,0.002394162,0.00084212,0.0003879967,0.002212062,0.1043201,0.00006807333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8256801,0.01983755,0.008251645,0.03112814,0.001788996,0.0008111138,0.007393087,0.001110502,0.1039987],"genre_scores_gemma":[0.9728425,0.00582589,0.004670287,0.003871414,0.002228769,0.0001842368,0.002337526,0.00007554476,0.007963818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02358009,"threshold_uncertainty_score":0.07888329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}