{"id":"W2787968584","doi":"10.21037/gs.2017.11.12","title":"Allo- and auto-percutaneous intra-portal pancreatic islet transplantation (PIPIT) for diabetes cure and prevention: the role of imaging and interventional radiology","year":2018,"lang":"en","type":"review","venue":"Gland Surgery","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Percutaneous; Radiology; Islet; Transplantation; Interventional radiology; Diabetes mellitus; Pancreas; Surgery; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005331945,0.0002369032,0.001201616,0.0001388906,0.00007781345,0.00002452033,0.00003257857,0.0001402116,0.00007519489],"category_scores_gemma":[0.0001640516,0.0001502739,0.000263418,0.00006740772,0.0002443881,0.00005219479,0.00001505863,0.0001211073,0.00000113703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001138016,"about_ca_system_score_gemma":0.0001014299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005603576,"about_ca_topic_score_gemma":0.000002247005,"domain_scores_codex":[0.9987174,0.0001432522,0.0005483945,0.0002915081,0.0001033945,0.0001961071],"domain_scores_gemma":[0.998021,0.00145971,0.0002467502,0.0001347311,0.00005724636,0.00008053349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001751493,0.00009262963,0.02719073,0.03262802,0.0014,0.00004388093,0.0002537006,4.29279e-8,0.00007296641,0.0001608595,0.004610146,0.9333718],"study_design_scores_gemma":[0.001505265,0.0005892035,0.004417293,0.02713016,0.01069154,0.008410069,0.0001736519,0.0005497857,0.00004666827,0.001970323,0.9438836,0.0006324548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05803171,0.9407386,0.00005555947,0.00009211891,0.0001959333,0.0005788804,0.000144905,0.00001977661,0.0001425024],"genre_scores_gemma":[0.0109422,0.987516,0.0001562393,0.00006235258,0.0002895209,0.00008329625,0.0007657651,0.00002436811,0.0001602306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9392734,"threshold_uncertainty_score":0.6127992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809839781179697,"score_gpt":0.2753973382729448,"score_spread":0.2572989404611479,"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."}}