{"id":"W2883994816","doi":"10.5152/ejbh.2018.3871","title":"Breast Infection: A Review of Diagnosis and Management Practices","year":2018,"lang":"en","type":"review","venue":"European Journal of Breast Health","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Medicine; Referral; Incision and drainage; Guideline; Mastitis; Intensive care medicine; Abscess; General surgery; Surgery; Nursing; Pathology","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":[0.004195823,0.0003567494,0.002340832,0.0003956783,0.00009185002,0.00002424097,0.0001904128,0.00004867148,0.0002077804],"category_scores_gemma":[0.00007124976,0.0002430266,0.0006051136,0.0004666759,0.0001160967,0.0001293155,0.0001447762,0.0006023509,0.00005379096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145971,"about_ca_system_score_gemma":0.0006182611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002302836,"about_ca_topic_score_gemma":0.000001504134,"domain_scores_codex":[0.9954529,0.001546054,0.001941967,0.0002910914,0.0004936415,0.0002743447],"domain_scores_gemma":[0.9921542,0.00009594127,0.006339666,0.0004533319,0.0004346839,0.0005221368],"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":[0.00002658638,0.0001834167,0.0001069924,0.2688503,0.0002988035,0.0002668954,0.00001737527,3.546906e-9,6.4877e-9,0.00001720392,0.01376348,0.7164689],"study_design_scores_gemma":[0.0003108549,0.0004883439,0.01179283,0.3335939,0.001492743,0.08542007,0.000007716415,6.539367e-8,7.902516e-9,5.586886e-7,0.5668017,0.00009117906],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001840799,0.9931309,0.00002217931,0.002776226,0.0002698843,0.0007772917,0.00005550598,0.00001166767,0.0029379],"genre_scores_gemma":[0.0000478344,0.9972412,0.0007146098,0.0007023867,0.001072764,0.000007122048,0.00001631801,0.00007416041,0.000123595],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7163777,"threshold_uncertainty_score":0.9910337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08989398215009273,"score_gpt":0.3873846435149296,"score_spread":0.2974906613648368,"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."}}