{"id":"W4399929627","doi":"10.1101/2024.06.19.599613","title":"HumanIslets: An integrated platform for human islet data access and analysis","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University; Health Canada; BC Children's Hospital; University of Alberta; University of British Columbia; McGill University","funders":"Univerza v Mariboru; University of Alberta; Human Islet Research Network; National Institutes of Health; Diabetes Canada; University of Pennsylvania; Wellcome Trust; McGill University; Juvenile Diabetes Research Foundation Canada; Canadian Institutes of Health Research; Genome Canada","keywords":"Islet; Computer science; Biology; Diabetes mellitus; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0084502,0.001976608,0.001820269,0.002753138,0.0007418823,0.004125467,0.003384172,0.001061484,0.03330064],"category_scores_gemma":[0.006940241,0.00147997,0.001787715,0.002543688,0.0008796033,0.002346053,0.008253702,0.002694591,0.0248922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009057015,"about_ca_system_score_gemma":0.002651006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038122,"about_ca_topic_score_gemma":0.001911104,"domain_scores_codex":[0.9969959,0.0005486142,0.000327057,0.0006742544,0.001218064,0.0002360146],"domain_scores_gemma":[0.9953076,0.001392912,0.0002973052,0.001660224,0.0005387179,0.0008032425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004843434,0.0003135074,0.004286953,0.001455983,0.0006818131,0.001596769,0.0008242759,0.008162457,0.03973897,0.01583618,0.7591708,0.1630888],"study_design_scores_gemma":[0.001934403,0.0002859759,0.01117955,0.0004989904,0.0002321663,0.001157096,0.0003365728,0.06281634,0.07180254,0.06874447,0.780434,0.0005778213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.007653049,0.0008822524,0.3259338,0.00159584,0.0007525886,0.0007209643,0.1401403,0.5116469,0.01067436],"genre_scores_gemma":[0.07273766,0.001889482,0.3718924,0.002027954,0.0006104686,0.003354652,0.4305168,0.1030992,0.01387136],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.03330064,"threshold_uncertainty_score":0.1114017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06269639968794266,"score_gpt":0.3166745610348709,"score_spread":0.2539781613469282,"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."}}