{"id":"W4246340721","doi":"10.17504/protocols.io.bt6enrbe","title":"Human Islet Isolation Media Preparation v2","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); Protocol (science); Computer science; Computational biology; Biology; Medicine; Biotechnology; Bioinformatics; Insulin; Pathology","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":[0.002281342,0.0023866,0.001849789,0.003124265,0.001692278,0.002411275,0.003103244,0.001246687,0.083331],"category_scores_gemma":[0.002067841,0.001083235,0.001516236,0.002022575,0.0007394063,0.0007162553,0.002041089,0.003701299,0.09717928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005416385,"about_ca_system_score_gemma":0.001426676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178929,"about_ca_topic_score_gemma":0.002280857,"domain_scores_codex":[0.9976372,0.0003044628,0.0002380464,0.0005415034,0.0009351946,0.000343529],"domain_scores_gemma":[0.9987295,0.0002106061,0.00005428775,0.0004409614,0.0003345782,0.0002300766],"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":[0.002801456,0.001128023,0.001961604,0.00279023,0.0002167749,0.001838297,0.0006009027,0.0009700447,0.6029407,0.008753479,0.2389598,0.1370389],"study_design_scores_gemma":[0.0002770989,0.0004123913,0.003160819,0.000418368,0.0002033755,0.00159965,0.00008865732,0.0007709968,0.1908565,0.001652749,0.800459,0.0001003713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05371236,0.02857274,0.3897151,0.00223646,0.009390626,0.02455377,0.1887845,0.02451116,0.2785233],"genre_scores_gemma":[0.07151252,0.01774945,0.2710259,0.003632359,0.00180728,0.02847015,0.4004988,0.007857391,0.1974461],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.083331,"threshold_uncertainty_score":0.27877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251089197548689,"score_gpt":0.3144775425906047,"score_spread":0.2819666506151178,"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."}}