{"id":"W2210610485","doi":"10.1007/978-1-60761-150-9_13","title":"Glucose-Induced Cellular Signaling in Diabetic Retinopathy","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Glycation End Products research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Diabetic retinopathy; Medicine; Ophthalmology; Diabetes mellitus; Internal medicine; Endocrinology","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":[0.0001216355,0.0005227301,0.0003220992,0.0006057982,0.0002129838,0.0008369708,0.000512657,0.0006122167,0.005613395],"category_scores_gemma":[0.0000634153,0.0001799125,0.0002454233,0.0007160485,0.0002484325,0.0007214617,0.0004003257,0.001086382,0.002525819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005438072,"about_ca_system_score_gemma":0.0002579437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006522329,"about_ca_topic_score_gemma":0.001240662,"domain_scores_codex":[0.9999615,0.000006162942,0.000002467827,0.00000610546,0.0000177302,0.000005933935],"domain_scores_gemma":[0.9999849,0.000006346794,0.000001344456,0.000001081871,0.000003711147,0.000002749668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001856326,0.0001917401,0.0001104447,0.001430337,0.0000230088,0.0005081588,0.0001569276,0.0009838186,0.05490258,0.0862587,0.07881327,0.7764354],"study_design_scores_gemma":[0.0000162868,0.00007437041,0.0005180507,0.0003536026,0.00002069066,0.0006984526,0.00006188498,0.0003712722,0.01200677,0.0216961,0.9641667,0.0000158985],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00414974,0.8796566,0.006094277,0.002335672,0.003231893,0.00003027518,0.0001394531,0.0001354639,0.1042266],"genre_scores_gemma":[0.01923038,0.7720118,0.004985777,0.001720589,0.001231249,0.00004732314,0.0002544318,0.00004501751,0.2004735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005613395,"threshold_uncertainty_score":0.01877862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03131504036735625,"score_gpt":0.2648879513459362,"score_spread":0.23357291097858,"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."}}