{"id":"W1996211358","doi":"10.12968/hmed.2011.72.7.391","title":"Diagnosis and management of necrotizing fasciitis","year":2011,"lang":"en","type":"review","venue":"British Journal of Hospital Medicine","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"","keywords":"Medicine; Fasciitis; Debridement (dental); Surgical debridement; Necrotic tissue; Soft tissue; Surgery; Tissue necrosis; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002435993,0.0002728994,0.0022125,0.0002777662,0.00005112876,0.0000128452,0.00008951064,0.0001479486,0.000319041],"category_scores_gemma":[0.000103141,0.0002144828,0.0004319126,0.0002743793,0.0002336898,0.00008534539,0.00006821763,0.0003838452,0.00000478791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000760179,"about_ca_system_score_gemma":0.00005379916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728534,"about_ca_topic_score_gemma":0.000003067586,"domain_scores_codex":[0.9981059,0.00004623512,0.001147441,0.000212829,0.0002891044,0.0001984333],"domain_scores_gemma":[0.998307,0.00009257018,0.0009440074,0.0001716646,0.0002255774,0.0002591623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000649229,0.0003908124,0.001293686,0.01268768,0.001553839,0.005466593,0.00003656514,5.103699e-9,2.716969e-8,0.00005232932,0.001672436,0.9768395],"study_design_scores_gemma":[0.002386264,0.004406702,0.008815714,0.3232172,0.008974489,0.02035703,0.0001145926,6.464319e-8,0.000001464551,0.00007750544,0.6314474,0.0002015942],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001352194,0.9951169,0.00001509705,0.00005661276,0.000712694,0.0008910114,0.00001924269,0.000009171558,0.001827009],"genre_scores_gemma":[0.000785757,0.9979311,0.0006383901,0.00001568527,0.0003410094,0.00006137344,0.00001388469,0.00004130925,0.0001715498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.976638,"threshold_uncertainty_score":0.8746355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05023876131369312,"score_gpt":0.3369071032098156,"score_spread":0.2866683418961224,"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."}}