{"id":"W4282967850","doi":"10.17504/protocols.io.bp2l61dxkvqe/v1","title":"Static insulin secretion analysis of isolated islets v1","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Diabetes Canada; Montfort Hospital","funders":"","keywords":"Islet; Insulin; Radioimmunoassay; Endocrinology; Internal medicine; Pancreatic islets; Intracellular; Secretion; Hormone; Incubation; Chemistry; Biology; Biochemistry; Medicine","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":[0.0006289413,0.001500056,0.0009643018,0.0009009092,0.0005314177,0.000887383,0.000928246,0.0005408082,0.01158003],"category_scores_gemma":[0.0003650894,0.0004633918,0.0008245843,0.0009251358,0.0003874264,0.0004254816,0.000650739,0.001746056,0.009535005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319359,"about_ca_system_score_gemma":0.0004396095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004177958,"about_ca_topic_score_gemma":0.0004985915,"domain_scores_codex":[0.9991913,0.00008487744,0.00007448806,0.0002964351,0.0002416253,0.0001112],"domain_scores_gemma":[0.9996012,0.00005451804,0.00004947317,0.0001304653,0.00009755294,0.000066828],"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":[0.0001590514,0.00003973192,0.0001397502,0.0001008709,0.00001107671,0.00004563757,0.00002506391,0.00004118468,0.992934,0.0002205217,0.0006132094,0.005669876],"study_design_scores_gemma":[0.00003599337,0.000558331,0.005751815,0.00006088976,0.0000580674,0.0003644786,0.00003139867,0.0008235488,0.9643946,0.0003561173,0.02753277,0.00003204732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2792324,0.01066286,0.6068649,0.0004249121,0.001463005,0.004476512,0.03408055,0.01011721,0.05267749],"genre_scores_gemma":[0.2966915,0.01176288,0.4891139,0.001146434,0.000481774,0.01277582,0.09617004,0.003967668,0.0878899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01158003,"threshold_uncertainty_score":0.03873903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103324702949923,"score_gpt":0.2866372428169442,"score_spread":0.265603995787445,"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."}}