{"id":"W4401716210","doi":"10.2196/54302","title":"Association of Cellulitis With Obesity: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"JMIR Dermatology","topic":"Hidradenitis Suppurativa and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stony Brook University","keywords":"Cellulitis; Pathogenesis; Medicine; Obesity; Dermatology; Disease; Meta-analysis; Intensive care medicine; Immunology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00003852732,0.0004101507,0.01304353,0.0004036358,0.00002622672,0.00001502018,0.00007739534,0.0003164971,0.0002319553],"category_scores_gemma":[0.00005467127,0.0002134077,0.001770828,0.0008564763,0.00004416208,0.00003783391,0.00003761769,0.0002459541,0.0001556418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009859284,"about_ca_system_score_gemma":0.0001220343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008327805,"about_ca_topic_score_gemma":0.00001618673,"domain_scores_codex":[0.9975963,0.0005374952,0.001026654,0.0003742334,0.0002702851,0.0001950825],"domain_scores_gemma":[0.9982519,0.0002567093,0.0008452149,0.0004452343,0.0001099237,0.00009104162],"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":[5.066312e-7,0.00004101768,0.00002618169,0.6992436,0.2976204,0.002347864,0.00002468661,3.344025e-10,5.330508e-9,0.00004135151,0.0006022016,0.00005214044],"study_design_scores_gemma":[0.0000990269,0.00004196329,9.195268e-7,0.0481761,0.9071091,0.02252484,0.000005699607,3.090798e-7,2.876396e-7,0.000006572017,0.02190358,0.0001315462],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.980815e-7,0.9943641,0.000004828261,0.00158613,0.00001458669,0.003443411,0.0001430784,0.00003676645,0.0004061872],"genre_scores_gemma":[0.0002252104,0.9919001,0.00007595283,0.00004391732,0.000006199716,0.00130859,0.0003037578,0.00003486697,0.006101329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6510675,"threshold_uncertainty_score":0.8916296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04893098858257278,"score_gpt":0.3582257394726703,"score_spread":0.3092947508900975,"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."}}