{"id":"W4242060080","doi":"10.17504/protocols.io.wztff6n","title":"Static Glucose-stimulated Insulin Secretion (GSIS) Protocol - Human Islets v3","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Islet; Insulin; Secretion; Internal medicine; Endocrinology; Diabetes mellitus; 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":[0.000651846,0.000853492,0.0005137089,0.000334444,0.0004639215,0.000601189,0.0005593096,0.0005482558,0.01510508],"category_scores_gemma":[0.0002827791,0.000214482,0.0004898863,0.0006795388,0.0004446397,0.0002380203,0.000326854,0.001117187,0.005168592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003402409,"about_ca_system_score_gemma":0.0005553844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007033803,"about_ca_topic_score_gemma":0.0008479628,"domain_scores_codex":[0.9995247,0.00007108933,0.00004986423,0.0001370547,0.0001389742,0.00007836833],"domain_scores_gemma":[0.9998425,0.00003401857,0.00001492379,0.0000597963,0.00002415128,0.00002449135],"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":[0.006867595,0.0006763269,0.0005706346,0.0003656282,0.00004094444,0.0004161853,0.000190298,0.0008374134,0.9495208,0.002995531,0.01350041,0.0240182],"study_design_scores_gemma":[0.0004957127,0.002251269,0.004070401,0.00004862386,0.00006752326,0.0004245294,0.00007934619,0.001558772,0.9382405,0.001027777,0.05170528,0.00003022388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.654912,0.004575882,0.1211281,0.001583787,0.002701455,0.009182324,0.05957111,0.00411492,0.1422305],"genre_scores_gemma":[0.661618,0.005465434,0.1210644,0.002193798,0.0005010691,0.01631135,0.09355303,0.00119299,0.09809997],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01510508,"threshold_uncertainty_score":0.05053151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485774702724062,"score_gpt":0.3824423862863697,"score_spread":0.3338649160139635,"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."}}