{"id":"W4392108273","doi":"10.15173/m.v1i39.3299","title":"Necrotizing Fasciitis","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fasciitis; Medicine; Dermatology; Surgery","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":[0.0000791273,0.00004922724,0.00007444634,0.00003336976,0.0003576309,0.000007528969,0.00003815024,0.000007149964,0.003837023],"category_scores_gemma":[0.00002141769,0.00003120082,0.00005848958,0.0001666794,0.00002837038,0.00001245853,0.00005324711,0.0001207222,0.0001326082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009177218,"about_ca_system_score_gemma":0.00007746346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001456171,"about_ca_topic_score_gemma":0.00000215629,"domain_scores_codex":[0.9995927,0.00003030486,0.00006509922,0.00008911145,0.0001102961,0.0001125292],"domain_scores_gemma":[0.9996646,0.00003718711,0.00001938815,0.000212684,0.00001129537,0.0000548536],"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":[0.0001929789,0.002917555,0.7650659,0.00004790065,0.0008161696,0.0002889459,0.007124073,0.00003121072,0.00985617,0.008591837,0.1126856,0.09238169],"study_design_scores_gemma":[0.001873649,0.0007070747,0.3603502,0.00001988499,0.0002944191,0.001865693,0.005793559,0.00005034688,0.004555709,0.0009945977,0.6233068,0.0001880691],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818644,0.0001945963,0.000006947364,0.004128024,0.0005464492,0.0002945325,0.000005352937,0.00004586253,0.01291383],"genre_scores_gemma":[0.9932246,0.00000426612,0.00008201618,0.0007683288,0.0001250869,0.0002921315,0.000007410607,0.000009569118,0.005486573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5106212,"threshold_uncertainty_score":0.9970736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807079418906181,"score_gpt":0.2826855881374076,"score_spread":0.2646147939483458,"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."}}