{"id":"W2885722418","doi":"10.1136/bmj.k3147","title":"Association between population mean and distribution of deviance in demographic surveys from 65 countries: cross sectional study","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McMaster University; St. Michael's Hospital","funders":"Medical Research Council; University of Bristol","keywords":"Underweight; Overweight; Medicine; Demography; Obesity; Cross-sectional study; Observational study; Body mass index; Population; Pediatrics; Internal medicine; Environmental health","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":[0.003504171,0.0001925292,0.0003976727,0.001219639,0.000317523,0.0004922881,0.0005180671,0.0004962712,0.001130156],"category_scores_gemma":[0.009805182,0.0004351444,0.000710409,0.001878061,0.0003752856,0.0006575243,0.0007870264,0.0005507056,0.0002205733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003000111,"about_ca_system_score_gemma":0.0003032439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009022854,"about_ca_topic_score_gemma":0.009875458,"domain_scores_codex":[0.996716,0.00167161,0.0004620418,0.0004784804,0.0004340341,0.0002377627],"domain_scores_gemma":[0.9909226,0.002674872,0.00412467,0.0009718545,0.0007805437,0.0005254078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002363725,0.000009927116,0.9993339,0.00001188821,0.00009431817,0.000008636895,0.00007715509,0.00002152419,0.00002101841,0.00001141197,0.00009191608,0.0002944185],"study_design_scores_gemma":[0.000002822678,0.0000507809,0.9994631,0.000006016379,0.00001938177,0.00005596617,0.0001726464,0.00009422094,0.00001663708,0.00001193298,0.0001027113,0.000003717179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974037,0.0001915735,0.0003074886,0.00005491883,0.00001207392,0.00001939208,0.001639412,0.00000707096,0.0003642786],"genre_scores_gemma":[0.9987814,0.00005674636,0.0001906374,0.00003198229,0.000008290028,0.00002236151,0.0008563221,0.000002193227,0.00005011804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009022854,"threshold_uncertainty_score":0.01853204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071164994420941,"score_gpt":0.3067874323763029,"score_spread":0.2860757824320935,"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."}}