{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01457392,0.002966269,0.01687191,0.007978599,0.0007422111,0.003899493,0.00202872,0.002280438,0.006179525],"category_scores_gemma":[0.03531065,0.001661225,0.04144886,0.008947873,0.0005907405,0.002116145,0.001894584,0.002137544,0.0004936852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341903,"about_ca_system_score_gemma":0.005231198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00770892,"about_ca_topic_score_gemma":0.01671319,"domain_scores_codex":[0.9880791,0.004904574,0.003930151,0.001031046,0.001597621,0.0004574983],"domain_scores_gemma":[0.9834178,0.01079371,0.003321823,0.0005669747,0.001663907,0.0002358786],"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":[0.001062775,0.00002073381,0.00352727,0.5144188,0.4706441,0.0001155486,0.00006154503,0.0002783089,0.000161399,0.0001015456,0.001048886,0.00855908],"study_design_scores_gemma":[0.0004829645,0.0001381155,0.004155087,0.05030802,0.9422344,0.0001283657,0.00004553454,0.0001818318,0.0001270843,0.0001777448,0.001993505,0.0000273865],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003386359,0.9935866,0.0005901248,0.000318342,0.0002817752,0.0005760111,0.001010438,0.00003541674,0.0002149941],"genre_scores_gemma":[0.1084003,0.8814358,0.003259027,0.001487834,0.0004547333,0.002783203,0.001594952,0.00004630739,0.0005378741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01687191,"threshold_uncertainty_score":0.07707518,"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."}}