{"id":"W4386272301","doi":"10.1089/sur.2023.142","title":"Self-Reported Diagnosis and Management of Surgical Site Infection Highlights Lack of Objective Measures and Treatment Guidance","year":2023,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Surgical site infection prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Erythema; Surgery","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":[0.0004308117,0.0002239539,0.0005268757,0.0003635857,0.0001441826,0.0000156097,0.00002014643,0.0001659712,0.0002531619],"category_scores_gemma":[0.00003047977,0.0001828257,0.0002336746,0.00107022,0.000176068,0.0001275228,0.00007091942,0.0001217837,0.00002984781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413842,"about_ca_system_score_gemma":0.00002708926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005567889,"about_ca_topic_score_gemma":0.0001069417,"domain_scores_codex":[0.9982296,0.0001841394,0.0006147422,0.000413658,0.0003217506,0.0002361201],"domain_scores_gemma":[0.9987023,0.0004212045,0.0002257577,0.0002365681,0.0002247018,0.0001895003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003595004,0.002319282,0.9667282,0.0006274189,0.002112055,0.0004721483,0.000258167,0.00009316522,0.0003098685,0.006550475,0.000154487,0.0200152],"study_design_scores_gemma":[0.005993333,0.001568561,0.7477074,0.0004152958,0.001179621,0.0005972586,0.000031829,0.0002602526,0.005539211,0.0004996196,0.2359324,0.000275309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924265,0.0004028645,0.00006457576,0.0004485889,0.0002157958,0.0008264567,0.00001883799,0.0003472296,0.005249144],"genre_scores_gemma":[0.975504,0.02327113,0.0001235801,0.000005795487,0.00008217173,0.0002799162,0.00004472012,0.00002098282,0.0006677029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2357779,"threshold_uncertainty_score":0.7455415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05344260049795604,"score_gpt":0.3423807590508485,"score_spread":0.2889381585528925,"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."}}