{"id":"W4402155787","doi":"10.2196/preprints.54302","title":"Association of Cellulitis With Obesity: Systematic Review and Meta-Analysis (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Odds ratio; Cellulitis; Overweight; Obesity; Internal medicine; Systematic review; MEDLINE; Surgery; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.002394137,0.0002346168,0.005007344,0.0002566945,0.00002257401,0.00002387611,0.00008281004,0.0001871706,0.0004176143],"category_scores_gemma":[0.0006389649,0.0001456017,0.001280496,0.0003501389,0.00001880296,0.00001928629,0.0001891908,0.0002928475,0.00002461813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000831049,"about_ca_system_score_gemma":0.00009264798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000674278,"about_ca_topic_score_gemma":0.0001660775,"domain_scores_codex":[0.9978091,0.0002543159,0.0008124142,0.0004513232,0.0005202314,0.000152641],"domain_scores_gemma":[0.9973803,0.0004524038,0.0008142185,0.0008909652,0.0003689575,0.00009314592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004008773,0.00004214422,0.009316356,0.5873051,0.4016584,0.000024684,0.00006669927,0.00001656478,0.000003339698,0.00004019538,0.001521131,0.000001347201],"study_design_scores_gemma":[0.00008621981,0.00001816104,0.003342638,0.007995074,0.9881857,0.000003252787,0.00003286684,0.00007230809,0.00004874326,0.0000641493,0.000006341429,0.0001445214],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09741174,0.7099046,0.01605427,0.09393737,0.0007515698,0.04106116,0.0008218247,0.00334866,0.03670878],"genre_scores_gemma":[0.738045,0.01591796,0.001867366,0.000891111,0.00007383337,0.0007152371,0.0001824775,0.00007488346,0.2422322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6939867,"threshold_uncertainty_score":0.5937464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05338326213111207,"score_gpt":0.2812493541968193,"score_spread":0.2278660920657072,"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."}}