{"id":"W2998614428","doi":"10.17504/protocols.io.bt57nq9n","title":"Human Islet Quantification and Purity Assessment 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; Computational biology; Chromatography; Chemistry; Computer science; Biology; Internal medicine; Medicine; Insulin","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":[0.004988767,0.00306516,0.002141772,0.004592338,0.002775266,0.004048922,0.003326982,0.001890236,0.09630633],"category_scores_gemma":[0.003564903,0.001932057,0.002070611,0.003050765,0.001363314,0.001017377,0.003158417,0.00467937,0.08924752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007998153,"about_ca_system_score_gemma":0.001744611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842578,"about_ca_topic_score_gemma":0.002415698,"domain_scores_codex":[0.9950997,0.0007646931,0.0003955508,0.001142801,0.002036473,0.0005608391],"domain_scores_gemma":[0.9966506,0.0004348447,0.000128947,0.001695783,0.0008290412,0.0002607741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001732287,0.0005357286,0.001837274,0.002549162,0.0002965057,0.0006542942,0.0008966291,0.001511544,0.6251336,0.01806925,0.2050602,0.1417235],"study_design_scores_gemma":[0.0001776703,0.0002840904,0.003636106,0.0004753805,0.0002044581,0.001221768,0.00009257839,0.003099031,0.4127624,0.005215674,0.5726422,0.0001886094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02105496,0.00724804,0.731136,0.001156812,0.002410516,0.009395557,0.08841697,0.04174807,0.09743317],"genre_scores_gemma":[0.04808266,0.007417121,0.5866475,0.00205057,0.0007094387,0.02946806,0.1841363,0.02006349,0.1214248],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09630633,"threshold_uncertainty_score":0.3221768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0514245196865961,"score_gpt":0.3565266835716164,"score_spread":0.3051021638850203,"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."}}