{"id":"W7045352960","doi":"","title":"The associations between insulin, hypoglycemia, and dementia: Combating threats to internal validity in a series of population-based cohort studies","year":2023,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Alzheimer Society","keywords":"Confounding; Observational study; Cohort study; Epidemiology; Internal validity; Dementia; Cohort; Inverse probability weighting","routes":{"ca_aff":false,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4900712,0.001611489,0.002986146,0.007110567,0.004483161,0.00972122,0.005583962,0.003754891,0.0008996251],"category_scores_gemma":[0.6563028,0.002367404,0.008699784,0.008013642,0.008229747,0.004866466,0.007477126,0.006094416,0.0002145565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002653678,"about_ca_system_score_gemma":0.006057287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009712888,"about_ca_topic_score_gemma":0.01400383,"domain_scores_codex":[0.4556083,0.411957,0.06224244,0.03100072,0.03655213,0.002639389],"domain_scores_gemma":[0.2483131,0.5188096,0.07512316,0.1342274,0.02176825,0.001758572],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001323161,0.0001696799,0.8857253,0.002980394,0.03440784,0.0006932489,0.009418057,0.002028677,0.000650589,0.01167728,0.003800212,0.04712569],"study_design_scores_gemma":[0.00178565,0.003121953,0.7534593,0.01163992,0.0586569,0.001861493,0.008114027,0.03161027,0.004351039,0.07685801,0.04791215,0.0006292503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5026178,0.05450001,0.3862926,0.02233275,0.007546852,0.01051011,0.003443193,0.0008579936,0.01189857],"genre_scores_gemma":[0.7806326,0.005260395,0.1925777,0.006659437,0.001802978,0.0106861,0.001109651,0.0002508674,0.001020235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5099288,"threshold_uncertainty_score":0.628833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04377074003651318,"score_gpt":0.2992588929050555,"score_spread":0.2554881528685424,"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."}}