{"id":"W3134452146","doi":"10.17504/protocols.io.sfyebpw","title":"Human Islet Isolation Media Preparation v1","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Islet; Isolation (microbiology); Chemistry; Chromatography; Computer science; Computational biology; Biology; Biotechnology; Microbiology; Insulin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006176541,0.001248857,0.0006047546,0.001356623,0.0009021011,0.001011088,0.001054444,0.0007238052,0.07778247],"category_scores_gemma":[0.001009444,0.0005142431,0.0005739688,0.001060711,0.0003328381,0.0004830981,0.0008217864,0.001361952,0.05779879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003012513,"about_ca_system_score_gemma":0.0009640451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033156,"about_ca_topic_score_gemma":0.00154329,"domain_scores_codex":[0.999385,0.00006383193,0.00006796377,0.0001562845,0.0002218782,0.0001051413],"domain_scores_gemma":[0.9995062,0.0001294074,0.00002314714,0.0001114135,0.0001584879,0.00007130284],"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":[0.001710612,0.0005131762,0.001681892,0.001210642,0.00006536959,0.0008272065,0.0002329103,0.0007589646,0.7736846,0.007086132,0.1026967,0.1095318],"study_design_scores_gemma":[0.0001477232,0.0002108096,0.002462331,0.0001786543,0.0000683529,0.0006416787,0.0000596948,0.000792362,0.5699825,0.001156333,0.4242651,0.00003441664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.151124,0.008249396,0.235164,0.003411583,0.005749005,0.008188094,0.2417483,0.01832259,0.328043],"genre_scores_gemma":[0.1269039,0.007472185,0.1742655,0.002429363,0.0009238468,0.006232159,0.4090211,0.005486534,0.2672654],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.07778247,"threshold_uncertainty_score":0.2602082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547929348365931,"score_gpt":0.3271871663851615,"score_spread":0.3017078729015022,"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."}}