{"id":"W4385569071","doi":"10.1002/9781119983347.ch1","title":"Diabetes Mellitus and Natural Product‐based Drug Discovery","year":2023,"lang":"en","type":"other","venue":"","topic":"Natural Antidiabetic Agents Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural history; Diabetes mellitus; Type 2 Diabetes Mellitus; Insulin; Juvenile hormone; Medicine; Metformin; Natural product; Drug discovery; Endocrinology; Bioinformatics; Internal medicine; Biology; Hormone; Biochemistry","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":[0.0006693654,0.0005731308,0.0005270233,0.001416661,0.0004182513,0.0018839,0.0005151125,0.0008922121,0.01424659],"category_scores_gemma":[0.0005701341,0.0001468665,0.0003607138,0.001642829,0.0008191196,0.001263042,0.001070286,0.001580556,0.00536264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187628,"about_ca_system_score_gemma":0.0008566926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008370437,"about_ca_topic_score_gemma":0.002214554,"domain_scores_codex":[0.9997348,0.00007122174,0.00001631479,0.00003779129,0.0001065154,0.00003333766],"domain_scores_gemma":[0.999795,0.00008049421,0.0000280384,0.00001593528,0.00004653949,0.00003410687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001018814,0.0002304778,0.0003037495,0.003670436,0.00004568471,0.0004658065,0.0001556571,0.0007328516,0.004229233,0.1380528,0.1133831,0.7386283],"study_design_scores_gemma":[0.00001244626,0.00007737994,0.0001443877,0.0005095323,0.000009578115,0.0002884874,0.00003634092,0.0001092861,0.0006974527,0.01112296,0.9869845,0.00000767565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001802943,0.8529071,0.002367991,0.01124588,0.002823222,0.00006444418,0.0002486921,0.0001021111,0.1284376],"genre_scores_gemma":[0.01482875,0.9274398,0.00309471,0.005173716,0.002192587,0.00007622525,0.00027478,0.00003025402,0.04688928],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01424659,"threshold_uncertainty_score":0.04765958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00853519104657119,"score_gpt":0.2437566344739596,"score_spread":0.2352214434273884,"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."}}