{"id":"W4286325775","doi":"10.2196/37888","title":"From the Cochrane Library: Interventions for Cellulitis and Erysipelas","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Erysipelas; Cellulitis; Medicine; Dermatology; Psychological intervention; Cochrane Library; Intensive care medicine; Internal medicine; Meta-analysis; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001506742,0.00006462114,0.0001664596,0.00003886266,0.0002350134,0.00001247465,0.00004257025,0.00002981222,0.001620382],"category_scores_gemma":[0.00001457037,0.00004702851,0.0001240808,0.00008606938,0.00006228407,0.00003657711,0.00008330763,0.0001015468,0.00001563182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001112728,"about_ca_system_score_gemma":0.00001909714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005552665,"about_ca_topic_score_gemma":0.000008737567,"domain_scores_codex":[0.9995232,0.00004983046,0.0001355053,0.0001375715,0.00004352726,0.0001103857],"domain_scores_gemma":[0.9994639,0.0002886385,0.0000390514,0.0001566322,0.000009948085,0.00004181347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003682737,0.001273224,0.7059546,0.0003150832,0.0008137809,0.0003711949,0.001086768,0.000002793298,0.0003769685,0.01559302,0.2633715,0.01047281],"study_design_scores_gemma":[0.009585535,0.00114898,0.3198616,0.0002105171,0.0006334823,0.004942091,0.002134314,0.0006466015,0.00179736,0.02723324,0.6315271,0.0002791864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760609,0.002360833,0.000250816,0.01646779,0.0003167179,0.001209534,0.0003176112,0.00009347533,0.002922319],"genre_scores_gemma":[0.9958423,0.00004333599,0.0002946516,0.0007779081,0.00006486628,0.001439836,0.0002343659,0.00001235172,0.001290372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.386093,"threshold_uncertainty_score":0.9992923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853185461128784,"score_gpt":0.3372745865143746,"score_spread":0.3087427319030868,"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."}}