{"id":"W4312190062","doi":"10.15277/bjd.2022.354","title":"From muck to molecule: insulin discovery over 50 years","year":2022,"lang":"en","type":"article","venue":"British Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Muck; Insulin; Medicine; Environmental science; Internal medicine","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":[0.00194765,0.000704159,0.000808901,0.001595006,0.000737701,0.002613083,0.0005381241,0.001913788,0.004502041],"category_scores_gemma":[0.003201797,0.0004015055,0.000480956,0.001363352,0.001927456,0.003232959,0.00264305,0.00317756,0.003062082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001970381,"about_ca_system_score_gemma":0.001129211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007322427,"about_ca_topic_score_gemma":0.0007736267,"domain_scores_codex":[0.999339,0.0001231168,0.00003938046,0.0001551972,0.0002355102,0.0001077201],"domain_scores_gemma":[0.9990907,0.0002801305,0.00006184827,0.00005782639,0.0002391743,0.0002704058],"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":[0.0009370443,0.0002552416,0.001820186,0.004051718,0.0001493758,0.001373993,0.00121374,0.0005246219,0.01835359,0.1037388,0.1925015,0.6750801],"study_design_scores_gemma":[0.00003016168,0.0001436563,0.0005741589,0.0005789621,0.00002364372,0.0005380259,0.0001364391,0.0001139212,0.004423432,0.008564367,0.9848451,0.00002813889],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009749147,0.9260432,0.002673051,0.02563357,0.01229711,0.00003102074,0.000269781,0.0001527833,0.02315041],"genre_scores_gemma":[0.08297115,0.8295789,0.004526937,0.02160253,0.01421746,0.00008636922,0.0005777929,0.0001297788,0.04630907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004502041,"threshold_uncertainty_score":0.01506078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009527564981095325,"score_gpt":0.2582930568596237,"score_spread":0.2487654918785284,"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."}}