{"id":"W4321770473","doi":"10.17504/protocols.io.5jyl8nnpdl2w/v3","title":"Human Islet Isolation Media Preparation 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":"Islet; Isolation (microbiology); Biology; Biotechnology; Microbiology; 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":[0.00229342,0.002391309,0.001866271,0.003150316,0.001701156,0.002406265,0.003118085,0.001257545,0.08335504],"category_scores_gemma":[0.002077113,0.001075549,0.001522766,0.002026982,0.0007457194,0.0007171332,0.002037657,0.0037215,0.09699797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005385025,"about_ca_system_score_gemma":0.001431063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169733,"about_ca_topic_score_gemma":0.002283262,"domain_scores_codex":[0.9976094,0.0003117994,0.0002427238,0.0005463677,0.0009426883,0.0003470309],"domain_scores_gemma":[0.9987097,0.0002124884,0.0000558515,0.000446494,0.0003404894,0.0002350236],"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":[0.002802365,0.001139264,0.001969002,0.00281768,0.0002158964,0.00186835,0.0006081352,0.0009732507,0.6066898,0.008660739,0.2358036,0.136452],"study_design_scores_gemma":[0.0002816388,0.0004278088,0.00319535,0.0004306618,0.0002080199,0.00162866,0.00009117744,0.0007823451,0.1917703,0.001663938,0.7994173,0.0001028704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0548236,0.02896984,0.3898692,0.002264885,0.009489616,0.02507173,0.1850788,0.02430141,0.280131],"genre_scores_gemma":[0.07333264,0.01814017,0.2717131,0.003749021,0.001844093,0.02945888,0.3941769,0.007709806,0.1998754],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08335504,"threshold_uncertainty_score":0.2788504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06236235920998937,"score_gpt":0.3396270924042849,"score_spread":0.2772647331942956,"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."}}