{"id":"W2082235284","doi":"10.1086/502564","title":"Hospital-Related Determinants For Surgical-Site Infection Following Hip Arthroplasty","year":2005,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Surgical site infection prevention","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Surgical site infection; Medicine; Hip arthroplasty; Arthroplasty; Total hip arthroplasty; Surgery; General 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001677893,0.000342647,0.0009993223,0.0002397235,0.0003188182,0.00002321016,0.00002805868,0.000550569,0.0003132971],"category_scores_gemma":[0.001708715,0.0002986492,0.0007088762,0.0002361451,0.0001545456,0.0003899303,0.00003423052,0.0003885005,0.0001508051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001687329,"about_ca_system_score_gemma":0.00003782866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004295941,"about_ca_topic_score_gemma":0.0001101489,"domain_scores_codex":[0.9972255,0.0003751484,0.00102957,0.000653802,0.0001271512,0.0005888678],"domain_scores_gemma":[0.9972973,0.001571506,0.0004246401,0.0002222285,0.0001799886,0.0003043536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002259526,0.0003550324,0.8101061,0.00003993046,0.0002280505,0.0000165606,0.00004426175,0.000127419,0.0001219346,0.0004789783,0.000233523,0.1880223],"study_design_scores_gemma":[0.01351763,0.002808863,0.8333138,0.0000948345,0.0003844176,0.0003288085,0.000003983052,0.007667202,0.00009519521,0.001651993,0.1397303,0.0004029864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808828,0.0007422198,0.009958444,0.00396156,0.002097313,0.001441393,0.00001199365,0.0003614751,0.0005428615],"genre_scores_gemma":[0.9968545,0.0005071451,0.0002997722,0.000621466,0.0007969094,0.0003084906,0.00005215522,0.00003886222,0.0005206909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1876193,"threshold_uncertainty_score":0.9999465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503513640719798,"score_gpt":0.3094574317615961,"score_spread":0.2944222953543981,"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."}}