{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007759578,0.0001351788,0.0002234534,0.0006876493,0.0002907734,0.0007452591,0.0004714898,0.0004633194,0.002028361],"category_scores_gemma":[0.04059092,0.0001314944,0.0002523484,0.000372802,0.0007416702,0.0006637416,0.0007849374,0.0006753143,0.0002895551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006563253,"about_ca_system_score_gemma":0.0008216125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789095,"about_ca_topic_score_gemma":0.002273257,"domain_scores_codex":[0.9929265,0.003255064,0.001071798,0.0003572762,0.002040722,0.0003484881],"domain_scores_gemma":[0.9506851,0.02272972,0.01767501,0.00138551,0.005197003,0.002327597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006230346,0.00009964596,0.9567045,0.0002242301,0.00003386719,0.0002106044,0.002210129,0.0001407229,0.0003776153,0.000129618,0.001255868,0.03855089],"study_design_scores_gemma":[0.000006138626,0.0003659397,0.9850442,0.0004820182,0.00002346402,0.001349599,0.007603317,0.0005827105,0.0002676157,0.0002891034,0.003961742,0.00002413494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865394,0.001645334,0.001360063,0.004756491,0.00009333188,0.00004320397,0.0001892017,0.00002243553,0.005350405],"genre_scores_gemma":[0.9979584,0.000642256,0.0006646247,0.0004197352,0.00005343958,0.00001564591,0.00007957889,0.000004066048,0.0001621285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007759578,"threshold_uncertainty_score":0.04103702,"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."}}