{"id":"W2156313369","doi":"10.2337/db11-1549","title":"Peripheral Blood Monocyte Gene Expression Profile Clinically Stratifies Patients With Recent-Onset Type 1 Diabetes","year":2012,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Diabetes mellitus; Monocyte; Glycemic; Type 2 diabetes; Biomarker; Internal medicine; Gene expression; Peripheral blood mononuclear cell; Immunology; Endocrinology; Oncology; Gene; Biology; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001833623,0.000252687,0.0002353953,0.00002707266,0.0001221857,0.00005491637,0.00019052,0.0001982565,0.0001543905],"category_scores_gemma":[0.0001578443,0.0002011661,0.00007787535,0.0001224001,0.00009284625,0.00002317749,0.0001026054,0.0001178142,0.00001962913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009493346,"about_ca_system_score_gemma":0.00004846596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001085109,"about_ca_topic_score_gemma":0.000001049278,"domain_scores_codex":[0.9984227,0.00009333029,0.0002756427,0.0003423408,0.000191774,0.0006742447],"domain_scores_gemma":[0.999149,0.00002931593,0.0001610971,0.0003043139,0.0001813984,0.0001748623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004122096,0.0004565377,0.8403214,0.00001577083,0.0001385051,9.536164e-8,0.00003337966,0.000006218958,0.1545063,0.000002422827,0.002291301,0.002186843],"study_design_scores_gemma":[0.001913483,0.001344451,0.2220844,0.00005335601,0.0001180173,7.4605e-8,0.0000802532,0.00002244999,0.7649782,0.00001963645,0.008774005,0.0006115799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968641,0.001846652,0.000003825243,0.00004182869,0.0002543092,0.0002654032,0.000130602,0.00003558874,0.0005576235],"genre_scores_gemma":[0.9960967,0.0001783452,0.001198284,0.0003723147,0.0001876859,0.00005502814,0.001615893,0.00004729733,0.0002484243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.618237,"threshold_uncertainty_score":0.8203317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007887106350574772,"score_gpt":0.2311965348668556,"score_spread":0.2233094285162808,"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."}}