{"id":"W4398146043","doi":"10.14740/jcs474","title":"Necrotizing Breast Infection: A Rare Entity and a Management Challenge","year":2024,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; General 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":[],"consensus_categories":[],"category_scores_codex":[0.0004573285,0.00009719539,0.0002683798,0.0003688098,0.00004982915,0.00005541513,0.0000175004,0.00003234899,0.000124955],"category_scores_gemma":[0.00001277913,0.00007271209,0.000243163,0.0001902841,0.00002512694,0.000179132,0.00003569357,0.0002690138,0.0000113657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005259451,"about_ca_system_score_gemma":0.00008297135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003155531,"about_ca_topic_score_gemma":0.000001243014,"domain_scores_codex":[0.9991403,0.00003216827,0.0003265222,0.000110549,0.0002555661,0.0001349018],"domain_scores_gemma":[0.9995194,0.00006198508,0.00009062203,0.00008923955,0.0000869033,0.0001518375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001645419,0.0004305938,0.1196985,0.003594001,0.0003574849,0.002769949,0.0002146653,9.18185e-7,0.00008550541,0.001417779,0.02490123,0.8463648],"study_design_scores_gemma":[0.0004108994,0.00006634242,0.7963197,0.004850918,0.0003358854,0.0155638,0.00006704131,0.00006893705,0.00001629559,0.0001842986,0.181996,0.0001199095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953862,0.038907,0.0005680067,0.002812264,0.002876775,0.0001223105,0.000004680982,0.00003493448,0.0008120483],"genre_scores_gemma":[0.9899775,0.009154669,0.00003351706,0.00002933865,0.0007116484,0.000002891211,0.000001963788,0.00001154171,0.00007694855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8462449,"threshold_uncertainty_score":0.2965113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04533606762736901,"score_gpt":0.3030173074464998,"score_spread":0.2576812398191308,"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."}}