{"id":"W4378190873","doi":"10.17504/protocols.io.14egn2p7mg5d/v2","title":"ADI IsletCore Minimal Donor Criteria v2","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Organ procurement; Informed consent; Medicine; Procurement; Islet; Business; Surgery; Internal medicine; Transplantation; Pathology; Alternative medicine; Marketing; Insulin","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01061159,0.0009041848,0.0013789,0.003427879,0.002014322,0.005236762,0.003810409,0.002116157,0.09861747],"category_scores_gemma":[0.0184724,0.0004675063,0.00122733,0.002905994,0.0008985145,0.001814854,0.003801795,0.002984008,0.06320498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002924754,"about_ca_system_score_gemma":0.01460057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009724801,"about_ca_topic_score_gemma":0.0157358,"domain_scores_codex":[0.993885,0.001168757,0.0008130858,0.0003089237,0.002795655,0.001028542],"domain_scores_gemma":[0.9895979,0.001161802,0.00101478,0.001007679,0.004810585,0.002407274],"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":[0.001041968,0.0001303384,0.004803417,0.0006814786,0.00003523258,0.0006348788,0.0001519503,0.0004535135,0.001592075,0.02373732,0.870111,0.0966268],"study_design_scores_gemma":[0.0002429099,0.0002106215,0.008422219,0.001259669,0.00004301138,0.002700526,0.0001539248,0.0004421755,0.001623257,0.009474004,0.9753669,0.00006074949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01856987,0.008793072,0.06365652,0.01349449,0.003988205,0.009803596,0.08205545,0.003175304,0.7964634],"genre_scores_gemma":[0.1143854,0.01068137,0.1663263,0.02971481,0.0031033,0.02855619,0.3061875,0.007338877,0.3337063],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09861747,"threshold_uncertainty_score":0.3299083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06975679605826092,"score_gpt":0.3310877805593861,"score_spread":0.2613309845011252,"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."}}