{"id":"W2793989386","doi":"10.2196/resprot.8177","title":"Epidemiology of Surgical Site Infections With Staphylococcus aureus in Europe: Protocol for a Retrospective, Multicenter Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Surgical site infection prevention","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidemiology; Population; Incidence (geometry); Retrospective cohort study; Cohort study; Surgery; Intensive care medicine; Environmental health; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02739882,0.003063872,0.00347286,0.003621637,0.002385586,0.001839557,0.002228687,0.002737178,0.02236172],"category_scores_gemma":[0.01906326,0.001741157,0.002816069,0.005046913,0.001552325,0.001923315,0.001980322,0.002311171,0.004618847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002834941,"about_ca_system_score_gemma":0.01199473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002529671,"about_ca_topic_score_gemma":0.00382894,"domain_scores_codex":[0.9841982,0.008454207,0.003882863,0.001446364,0.001162756,0.0008554829],"domain_scores_gemma":[0.9815038,0.002757226,0.004129478,0.00309553,0.00725544,0.00125858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1813926,0.02744927,0.1850911,0.07589628,0.005395055,0.005334955,0.007420614,0.01794787,0.01569827,0.02183989,0.2596432,0.1968909],"study_design_scores_gemma":[0.07815679,0.03459513,0.3155775,0.01805315,0.002501669,0.001858881,0.005293925,0.008012486,0.004913312,0.007965732,0.5221607,0.0009108393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008391835,0.0005973602,0.006016539,0.0002333443,0.0002234112,0.968963,0.01301888,0.00008569713,0.002469894],"genre_scores_gemma":[0.004856296,0.0003042865,0.006413789,0.0002016823,0.00004565271,0.9846168,0.003161829,0.00001140211,0.0003884094],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02739882,"threshold_uncertainty_score":0.1449006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2575470382426222,"score_gpt":0.5859885679250362,"score_spread":0.328441529682414,"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."}}