{"id":"W6889726233","doi":"10.26164/leopoldina_10_01209","title":"Human Islet Isolation, Biobanking, and Distribution for Research","year":2024,"lang":"en","type":"article","venue":"Open MIND","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islet; Transplantation; Type 2 diabetes; Diabetes mellitus; Insulin; Disease; Islet cell transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00865242,0.001092701,0.0009831758,0.003127235,0.001877866,0.004880202,0.002199748,0.001561289,0.0827767],"category_scores_gemma":[0.004691876,0.0005604057,0.0008924982,0.002942187,0.001113736,0.001472011,0.004963752,0.00272976,0.09313689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121399,"about_ca_system_score_gemma":0.006133777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004718235,"about_ca_topic_score_gemma":0.005165315,"domain_scores_codex":[0.9975377,0.0003983816,0.0001819186,0.0003991984,0.001073361,0.0004094435],"domain_scores_gemma":[0.9947411,0.0003238322,0.0001847091,0.001526313,0.001443691,0.001780212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001574542,0.0004924337,0.004765458,0.0007515684,0.00004620127,0.0008845372,0.0005056839,0.0002853977,0.05936537,0.00831113,0.4424749,0.4805428],"study_design_scores_gemma":[0.0001837954,0.0002640658,0.004534752,0.0004277644,0.00003634132,0.0007427692,0.0002898645,0.0001885779,0.009109351,0.002674252,0.9815192,0.00002918573],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04341117,0.05572247,0.2674765,0.02964918,0.02198809,0.03216683,0.08412708,0.02078717,0.4446716],"genre_scores_gemma":[0.0889709,0.05998281,0.2678378,0.02127304,0.009468551,0.02676944,0.2018403,0.005639713,0.3182175],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0827767,"threshold_uncertainty_score":0.2769156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1522266326880251,"score_gpt":0.4550799423393813,"score_spread":0.3028533096513563,"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."}}