{"id":"W3158892777","doi":"10.17504/protocols.io.budcns2w","title":"Human Islet Isolation Enzyme Preparation Version 1.0 v1","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islet; Isolation (microbiology); Diabetes mellitus; Endocrinology; Medicine; Biology; Bioinformatics","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":[0.003020002,0.002263953,0.002265827,0.002422471,0.001231829,0.002810037,0.002555707,0.001088697,0.09769424],"category_scores_gemma":[0.003215436,0.001564213,0.00122337,0.001993671,0.0007280153,0.0007207738,0.002073005,0.003182612,0.161233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005608246,"about_ca_system_score_gemma":0.001652732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164288,"about_ca_topic_score_gemma":0.002994748,"domain_scores_codex":[0.9979208,0.0003006022,0.0002717559,0.0005356366,0.0007105127,0.0002607514],"domain_scores_gemma":[0.998895,0.0001782612,0.00004101654,0.0004762398,0.0002723837,0.0001372848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002007537,0.0005857635,0.002448499,0.003398454,0.0002361408,0.00115787,0.0005699745,0.0006191619,0.4241632,0.006328202,0.3721654,0.1863198],"study_design_scores_gemma":[0.0001609371,0.000248629,0.003274045,0.0002668377,0.0001265764,0.001078848,0.00006729902,0.0004771443,0.09406215,0.001472014,0.898692,0.00007348309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02559948,0.02925624,0.5448658,0.001455823,0.003843979,0.01889599,0.2035702,0.05218681,0.1203257],"genre_scores_gemma":[0.0307778,0.012576,0.2784472,0.001868773,0.0005890481,0.01532775,0.4970054,0.01158419,0.1518238],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09769424,"threshold_uncertainty_score":0.3268198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431254043178158,"score_gpt":0.301229981978372,"score_spread":0.2769174415465904,"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."}}