{"id":"W2144817424","doi":"10.1128/aac.00649-12","title":"Population-Based Study of the Increased Incidence of Skin and Soft Tissue Infections and Associated Antimicrobial Use","year":2012,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Ministry of Health, British Columbia; Michael Smith Health Research BC","keywords":"Medicine; Clindamycin; Incision and drainage; Medical prescription; Antibiotics; Amoxicillin; Cephalosporin; Population; Staphylococcal Skin Infections; Trimethoprim; Internal medicine; Staphylococcus aureus; Incidence (geometry); Sulfamethoxazole; Skin infection; Surgery; Environmental health; Microbiology; Abscess; Pharmacology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002188624,0.000223213,0.000486998,0.0001096877,0.0001857516,0.00003151963,0.00007916943,0.0001359636,0.00003101188],"category_scores_gemma":[0.0001314368,0.0001738655,0.00006623676,0.0002937884,0.0002084062,0.0001719263,0.00006593473,0.0001525389,4.783797e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003435382,"about_ca_system_score_gemma":0.00005235166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407665,"about_ca_topic_score_gemma":0.0004012948,"domain_scores_codex":[0.9987772,0.0001049085,0.0004267434,0.0002523572,0.0001751644,0.0002636316],"domain_scores_gemma":[0.9990323,0.0001380058,0.0003294714,0.000261815,0.0001335171,0.0001049421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001762155,0.001240057,0.9008594,0.00009510996,0.0001112393,0.000001126065,0.000718323,0.000004176004,0.09505369,0.000006425474,0.001063512,0.0006707791],"study_design_scores_gemma":[0.003119831,0.000216456,0.9615216,0.0002293471,0.0001603101,0.00001168011,0.00007137886,0.00003320849,0.03408338,0.000003292942,0.0003902226,0.0001592822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985906,0.00003303531,0.00004836992,0.0003138973,0.00009636431,0.0008264172,0.00005788077,0.00001914368,0.00001425984],"genre_scores_gemma":[0.9980775,0.0001167884,0.0002105219,0.00142368,0.00004457972,0.00000412874,0.00001770294,0.00003146767,0.0000736184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06097031,"threshold_uncertainty_score":0.7090029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456431032971731,"score_gpt":0.2784539535663171,"score_spread":0.2638896432365997,"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."}}