{"id":"W3159873141","doi":"10.3310/pgfar09050","title":"Configuration of vascular services: a multiple methods research programme","year":2021,"lang":"en","type":"article","venue":"Programme Grants for Applied Research","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute for Health and Care Research","keywords":"Medicine; Psychological intervention; Service (business); Family medicine; Operations management; Nursing; Business; Engineering; 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":[0.1682547,0.001872152,0.003321533,0.01177702,0.004485703,0.005900328,0.004421989,0.002628761,0.02088843],"category_scores_gemma":[0.2258141,0.002523437,0.006824307,0.01382458,0.003661486,0.005406572,0.006767796,0.003222564,0.002005763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0150693,"about_ca_system_score_gemma":0.02893721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009213574,"about_ca_topic_score_gemma":0.01215919,"domain_scores_codex":[0.8037176,0.1632183,0.01106262,0.00742301,0.01176305,0.002815489],"domain_scores_gemma":[0.6677201,0.2633629,0.01500979,0.02769408,0.0242708,0.001942318],"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":[0.003311379,0.005863028,0.02345465,0.07910398,0.003033411,0.00168077,0.09452337,0.01212361,0.003082472,0.05056235,0.01377286,0.7094882],"study_design_scores_gemma":[0.01904123,0.03063159,0.1032902,0.1278385,0.01040656,0.002541303,0.2153595,0.06434738,0.00961692,0.1235546,0.2916807,0.00169142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1010162,0.007713383,0.3017275,0.00258557,0.0005680296,0.5664471,0.004444822,0.0004677246,0.01502964],"genre_scores_gemma":[0.08045813,0.002165915,0.3708564,0.0007623586,0.0001377453,0.5428606,0.0005913319,0.0001251829,0.002042403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1682547,"threshold_uncertainty_score":0.8898264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247942877763088,"score_gpt":0.474965855164633,"score_spread":0.2501715673883242,"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."}}