{"id":"W4408974509","doi":"10.1159/000544880","title":"The Spanish GIRO Guideline: A Paradigm Shift in the Management of Obesity in Adults","year":2025,"lang":"en","type":"article","venue":"Obesity Facts","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada; Sociedad Española de Farmacia Familiar y Comunitaria; Sociedad Española de Farmacia Hospitalaria; Institut Català de la Salut; Sociedad Española de Hematología y Hemoterapia; Sociedad Española de Reumatología; Sociedad Española de Neumología y Cirugía Torácica; Pfizer; Sociedad Española de Medicina de Familia y Comunitaria; Novo Nordisk; Dexcom; Asociación Española para el Estudio del Hígado; Sanofi; Sociedad Española de Nutrición Clínica y Metabolismo; Instituto de Salud Carlos III; Amgen; Asociación Española de Urología; Eli Lilly and Company; AstraZeneca; Sociedad Española de Oncología Médica; Sociedad Española de Nefrología","keywords":"Medicine; Guideline; Obesity; Context (archaeology); Management of obesity; Health care; Grading (engineering); Multidisciplinary approach; Gerontology; Weight loss; Political science; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001210163,0.000131637,0.0002974017,0.0001043533,0.00008702208,0.00002128513,0.0002685534,0.00008110256,0.00002902878],"category_scores_gemma":[0.0001050542,0.00007727813,0.0001052609,0.0005753467,0.00005337444,0.00005050778,0.00009714858,0.0002407717,0.00001679242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006211399,"about_ca_system_score_gemma":0.00007293537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006570734,"about_ca_topic_score_gemma":0.0007348112,"domain_scores_codex":[0.9986483,0.0001287153,0.0004722095,0.0002086928,0.0002673467,0.0002747471],"domain_scores_gemma":[0.9989545,0.0003987253,0.00008278579,0.000506,0.00002067106,0.00003728694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003005509,0.0005629814,0.952574,0.0003320652,0.00008350264,0.0001956563,0.0008806745,0.00001347688,0.000002587361,0.03190704,0.004939499,0.008208027],"study_design_scores_gemma":[0.001125667,0.00002431331,0.9815661,0.0002824751,0.00005792756,0.000002592938,0.0004730036,0.00004048317,0.00007487981,0.00416916,0.01211462,0.00006874834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781911,0.0005561761,0.00009004804,0.01079059,0.0002537149,0.0006397204,0.000003481854,0.00001985961,0.009455284],"genre_scores_gemma":[0.9976028,0.0003137349,0.0001102973,0.001402137,0.00002892413,0.00001596976,0.000008324399,0.000004866392,0.0005129803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0289922,"threshold_uncertainty_score":0.3151311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205835972633567,"score_gpt":0.2707603112985777,"score_spread":0.258701951572242,"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."}}