{"id":"W7052067656","doi":"","title":"Prediabetes and its associations with depressive symptoms, health behaviours, and clinical factors in an English community sample","year":2015,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Canadian Institutes of Health Research; Department of Epidemiology, Biostatistics and Occupational Health, McGill University; Government of the United Kingdom; University College London; McGill University","keywords":"Prediabetes; Diabetes mellitus; Incidence (geometry); Type 2 diabetes; Multinomial logistic regression; Logistic regression; Epidemiology; Longitudinal study; Depression (economics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008163952,0.0004728399,0.000699329,0.0002136418,0.0006985035,0.0001171252,0.0003175591,0.0005271438,0.000004220301],"category_scores_gemma":[0.00136304,0.0005000255,0.00005884171,0.0002827318,0.00004504478,0.0005181214,0.00007087146,0.002139574,0.000002217321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003777895,"about_ca_system_score_gemma":0.00007065063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000937028,"about_ca_topic_score_gemma":0.03260798,"domain_scores_codex":[0.9976252,0.0004196614,0.0006936321,0.0004586954,0.0003238484,0.0004789985],"domain_scores_gemma":[0.9967774,0.001549025,0.0003062366,0.0004263853,0.000385311,0.0005556327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001239036,0.003617397,0.817678,0.001318402,0.001585365,0.00002822815,0.00151109,0.00331696,0.0009736859,0.0315923,0.000118461,0.1381362],"study_design_scores_gemma":[0.002061393,0.0006122158,0.9839694,0.0006211317,0.0004039389,0.000002650818,0.001174946,0.0008920511,0.002462856,0.004501812,0.001927942,0.00136961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839181,0.0003427574,1.175661e-7,0.000005218452,0.0002702807,0.0007077834,0.01388183,0.0002611042,0.0006128105],"genre_scores_gemma":[0.9897294,0.0004816688,0.0003624743,0.00003171063,0.00002925686,0.0001418655,0.009074958,0.0001267315,0.00002190356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1662914,"threshold_uncertainty_score":0.9997451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123254924799965,"score_gpt":0.2936483295486558,"score_spread":0.2624157803006562,"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."}}