{"id":"W3027668379","doi":"10.1111/cob.12368","title":"Comparing the predictive ability of the Edmonton Obesity Staging System with the body mass index for use of health services and pharmacotherapies in Australian adults: A nationally representative cross‐sectional study","year":2020,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Overweight; Body mass index; Polypharmacy; Obesity; Logistic regression; Waist; Statistic; Gerontology; Demography; Statistics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00634752,0.0004233824,0.0005801233,0.001228537,0.000540935,0.001052471,0.0009522707,0.0006960668,0.0007342782],"category_scores_gemma":[0.01320571,0.0006820805,0.0007195474,0.001370867,0.0005459858,0.0008090802,0.001160716,0.0009368218,0.000202786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007078039,"about_ca_system_score_gemma":0.0006081008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0493978,"about_ca_topic_score_gemma":0.05278761,"domain_scores_codex":[0.9971581,0.001418393,0.0002932001,0.000330103,0.0005749937,0.0002251703],"domain_scores_gemma":[0.9943151,0.001484207,0.001816649,0.000523168,0.00129049,0.0005704038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003319354,0.00002737359,0.9991211,0.00000691854,0.00006266109,0.00001300544,0.0001340052,0.00001860711,0.00002621424,0.000009841015,0.00005594788,0.0004910593],"study_design_scores_gemma":[0.000003850962,0.00003804974,0.999359,0.000006975014,0.00002401084,0.00002390145,0.0001190903,0.0003209252,0.00001075335,0.0000115896,0.00007939995,0.000002480947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990096,0.0001808089,0.0001284389,0.0000635855,0.000009795088,0.00002566366,0.000209057,0.000002061736,0.0003709843],"genre_scores_gemma":[0.9989979,0.0001077127,0.0003332944,0.00004388346,0.00001620459,0.000043942,0.0002871922,0.000001975889,0.0001679524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0493978,"threshold_uncertainty_score":0.09822053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07957361738069478,"score_gpt":0.3954413101170491,"score_spread":0.3158676927363543,"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."}}