{"id":"W4391238413","doi":"10.1111/obr.13696","title":"Obesity bias: How can this underestimated problem affect medical decisions in healthcare? A systematic review","year":2024,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Observational study; Medicine; Obesity; MEDLINE; Cochrane Library; Health care; Population; Systematic review; Reporting bias; Family medicine; Meta-analysis; Physical therapy; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"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":["metaresearch","metaepi_narrow","metaepi_broad","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0397305,0.002017666,0.0191857,0.001006376,0.00159922,0.0001574071,0.002430272,0.003104906,0.00202226],"category_scores_gemma":[0.03769701,0.001311484,0.002222234,0.00402367,0.0001859726,0.0004413995,0.001299356,0.01148694,0.02850066],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002795061,"about_ca_system_score_gemma":0.009620495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00286306,"about_ca_topic_score_gemma":0.03606896,"domain_scores_codex":[0.9455634,0.0398555,0.008014431,0.002146102,0.002065532,0.002355091],"domain_scores_gemma":[0.972588,0.01574171,0.006109531,0.003286737,0.0004254427,0.001848587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002901689,0.0002865107,0.00007430086,0.8393205,0.0001414911,0.0002200211,0.0002130775,6.28663e-9,2.70839e-9,0.0008389972,0.1261916,0.03271049],"study_design_scores_gemma":[0.0001336317,0.00005574109,0.000005613831,0.5126494,0.003984733,0.00007945627,0.00002160483,0.000004829436,2.072865e-9,0.0001369671,0.4823961,0.0005318936],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001212161,0.9361455,0.00002680712,0.01500831,0.001457761,0.04489853,0.0002462024,0.0004612637,0.001754345],"genre_scores_gemma":[0.000001636766,0.9735581,0.0005991193,0.007968505,0.0004763133,0.00949412,0.0005527675,0.0002490777,0.007100318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3562045,"threshold_uncertainty_score":0.9997005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3053363330785012,"score_gpt":0.5322714407719464,"score_spread":0.2269351076934453,"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."}}