{"id":"W3088349461","doi":"10.2196/17684","title":"The Impact of Brexit on the Pharmaceutical Supply Chain of the United Kingdom: Scoping Review Protocol","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"EIT Health; University of Oxford","keywords":"Brexit; Protocol (science); Supply chain; Business; Computer science; Medicine; International trade; Marketing; European union; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01027217,0.0002225978,0.0005178894,0.00007684573,0.00148415,0.00002373584,0.001385681,0.0002123707,0.0005910802],"category_scores_gemma":[0.003017054,0.00008570243,0.0002586541,0.00140829,0.0005077377,0.00005531977,0.0006041723,0.003149546,0.00009285954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002521162,"about_ca_system_score_gemma":0.003618398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007386988,"about_ca_topic_score_gemma":0.00007161357,"domain_scores_codex":[0.984525,0.01131505,0.001269893,0.0003414914,0.001509135,0.00103938],"domain_scores_gemma":[0.9933829,0.003632573,0.0005532048,0.001070206,0.00103255,0.0003285056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.006321188,0.0015514,0.01703907,0.6325214,0.0003424547,0.00002090183,0.01889957,0.00003508396,0.004371964,0.09508224,0.2099519,0.01386286],"study_design_scores_gemma":[0.003392179,0.003249916,0.003993689,0.5892671,0.000004251963,0.000002170878,0.001583588,0.0001978635,0.001346132,0.0005490196,0.3961835,0.0002305747],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008822873,0.00003510409,0.000002138921,0.07521132,0.000009231512,0.9222118,0.00002560135,0.00003182552,0.001590735],"genre_scores_gemma":[0.02086904,0.00002672874,0.000004166941,0.001170529,0.0002964415,0.9774806,0.000001392576,0.00004089065,0.0001102252],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1862316,"threshold_uncertainty_score":0.9998158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8001616053174313,"score_gpt":0.7440787268784201,"score_spread":0.05608287843901116,"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."}}