{"id":"W2800047041","doi":"10.1089/met.2018.0035","title":"Metabolic Syndrome Diagnosis: The Sooner the Better","year":2018,"lang":"en","type":"letter","venue":"Metabolic Syndrome and Related Disorders","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Metabolic syndrome; Medicine; Download; Internal medicine; World Wide Web; Obesity; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001361934,0.001210322,0.002630543,0.0004990734,0.0008434588,0.0002408297,0.0009106908,0.001861197,0.001236123],"category_scores_gemma":[0.0002194575,0.0006281947,0.001869071,0.00110172,0.001670854,0.0002057113,0.0003325228,0.004242072,0.001152628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002885362,"about_ca_system_score_gemma":0.0001685251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003283827,"about_ca_topic_score_gemma":0.0001012286,"domain_scores_codex":[0.993915,0.0008392688,0.001020646,0.001323912,0.001465655,0.001435479],"domain_scores_gemma":[0.9962568,0.0003273951,0.0004158273,0.002604058,0.0001525765,0.0002432966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002612147,0.0001834385,0.001494778,0.0003182747,0.01672018,0.001534479,0.001004344,0.000004036386,0.000001651553,0.00006828957,0.8268712,0.1517732],"study_design_scores_gemma":[0.001882151,0.0001935048,0.0598258,0.0003059837,0.009403066,0.004992636,0.0001527298,0.00001171354,0.00001540106,0.001253042,0.921114,0.0008499544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1642012,0.2669829,0.00001314974,0.5586443,0.002684984,0.003060814,0.0000895999,0.000307777,0.004015308],"genre_scores_gemma":[0.1826824,0.1094975,0.0001270675,0.6718397,0.004949211,0.003310494,0.0008355973,0.0008772362,0.02588082],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1574854,"threshold_uncertainty_score":0.9996769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00795430598791453,"score_gpt":0.2125253075867423,"score_spread":0.2045710015988278,"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."}}