{"id":"W4368366836","doi":"10.20944/preprints202305.0190.v1","title":"Exploring New Tools to Risk Classification Among Adults with Several Degrees of Obesity","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Health and Lifestyle Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Obesity; Waist; Medicine; Glycated hemoglobin; Anthropometry; Body mass index; Gerontology; Demography; Diabetes mellitus; Environmental health; Internal medicine; Type 2 diabetes; Endocrinology","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":[0.008595882,0.001387126,0.001133824,0.008073871,0.0005768558,0.003473431,0.0009221187,0.0008385298,0.004077927],"category_scores_gemma":[0.03187357,0.000329549,0.001116521,0.003193456,0.000506291,0.002313667,0.001701715,0.001451575,0.001092162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004419307,"about_ca_system_score_gemma":0.0009363902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002664148,"about_ca_topic_score_gemma":0.00350596,"domain_scores_codex":[0.9958633,0.002445591,0.000440102,0.0004570639,0.0006275977,0.0001663016],"domain_scores_gemma":[0.9803604,0.01310343,0.002317872,0.0008117034,0.002593295,0.0008132834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005107201,0.0005697769,0.7926051,0.0003526314,0.0003684969,0.0001089101,0.001781308,0.001137547,0.0005209456,0.001909853,0.003104441,0.1970302],"study_design_scores_gemma":[0.0002148765,0.001803946,0.9084069,0.000864469,0.000821683,0.0006444798,0.007579444,0.04545647,0.001278197,0.02072489,0.01199187,0.0002128358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8583431,0.00803231,0.1014904,0.00775145,0.0006893691,0.001223616,0.006968506,0.001706229,0.01379497],"genre_scores_gemma":[0.8865162,0.001920552,0.1045815,0.0004835378,0.0005086144,0.0006733022,0.003398981,0.00006579878,0.001851668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008595882,"threshold_uncertainty_score":0.04545993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6525784246875757,"score_gpt":0.4749391586651769,"score_spread":0.1776392660223987,"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."}}