{"id":"W4391563555","doi":"10.31579/2640-1045/144","title":"Obesity and Diabetes","year":2023,"lang":"en","type":"article","venue":"Endocrinology and Disorders","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Diabetes mellitus; Obesity; Medicine; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003072096,0.00006704865,0.0001551626,0.00006806315,0.00009167395,0.000003460534,0.00001498985,0.00002716489,0.00001711186],"category_scores_gemma":[0.00006223655,0.00005447753,0.00001887983,0.00008290564,0.0001930545,0.00002469955,0.00006545878,0.00006590796,0.00003298648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001197796,"about_ca_system_score_gemma":0.000005525819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069512,"about_ca_topic_score_gemma":0.00001954355,"domain_scores_codex":[0.9995418,0.00001095552,0.00005535554,0.0001348802,0.00003340922,0.0002236155],"domain_scores_gemma":[0.9998251,0.00004829103,0.000009818704,0.00006334235,0.000007724158,0.00004579183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001349881,0.00002421266,0.9655425,0.00003834641,0.00004930611,0.000007837589,0.0002413031,6.983245e-8,0.0001636761,0.00485222,0.004721272,0.02434579],"study_design_scores_gemma":[0.0006738498,0.000061347,0.9399197,0.00000498155,0.00004379893,0.000002446237,0.0004642776,0.000008911503,0.00006153098,0.003708411,0.05499687,0.00005386153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825515,0.00424807,0.000001361385,0.004813015,0.0001672268,0.00008247214,0.000001551314,0.0001086702,0.008026183],"genre_scores_gemma":[0.9891273,0.009125555,0.00003893897,0.000340278,0.00003459576,0.00001341576,0.000004821633,0.000004922415,0.001310149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0502756,"threshold_uncertainty_score":0.2221529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165844253347047,"score_gpt":0.2585143310768245,"score_spread":0.2468558885433541,"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."}}