{"id":"W6986077463","doi":"","title":"Obesity Risk Estimation Accounting Spatial Dependency, Error in Covariate Measurement, and Factors Operating at Multiple Levels","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Covariate; Estimation; Spatial analysis; Small area estimation; Observational error; Regression analysis; Spatial epidemiology; Regression; Type I and type II errors","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000223121,0.0003072154,0.0005690858,0.0004255956,0.0004677572,0.0000264524,0.0002601767,0.0004561424,0.0001469653],"category_scores_gemma":[0.0002801261,0.000404353,0.0001501708,0.0004257479,0.00008641672,0.0009589216,0.0003248953,0.0005444007,0.00002150385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609104,"about_ca_system_score_gemma":0.000490633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03830871,"about_ca_topic_score_gemma":0.08653956,"domain_scores_codex":[0.9983439,0.0001278225,0.0002076831,0.000520851,0.0005021651,0.0002975379],"domain_scores_gemma":[0.9987445,0.0002840735,0.0004145273,0.0002466454,0.0001219381,0.0001883543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007758241,0.0001264712,0.9680824,0.0005321009,0.0001875831,0.0003320522,0.02648141,0.0003948922,0.0003908371,0.000006625506,0.0001325733,0.00255717],"study_design_scores_gemma":[0.002731447,0.00009780819,0.8830085,0.0008540478,0.0003781724,0.00000278016,0.1035537,0.008120312,0.0008320362,0.00004615634,0.00003867662,0.0003363039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972926,0.00005802984,0.0006304304,0.00006155547,0.0001684152,0.0004357583,0.0004552043,0.0001937715,0.0007041915],"genre_scores_gemma":[0.989826,0.00008930559,0.003277667,0.000008357995,0.00002652302,7.027345e-8,0.001768342,0.00003610276,0.004967584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0850739,"threshold_uncertainty_score":0.9998409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821425025170309,"score_gpt":0.2160981331585608,"score_spread":0.1878838829068577,"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."}}