{"id":"W2802292216","doi":"10.1136/bmjoq-2017-000177","title":"Reducing the rate of post-surgical urinary tract infections in orthopedic patients","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Orthopedic surgery; Urinary system; Medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003196538,0.0001308418,0.0003235856,0.0001372972,0.0001664705,0.00003225763,0.0002138416,0.00006442071,0.0006595983],"category_scores_gemma":[0.000757787,0.00009365235,0.00009624231,0.0005246705,0.0001830014,0.0002767531,0.0003325021,0.0002630357,0.0001110667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043462,"about_ca_system_score_gemma":0.0001523794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003387047,"about_ca_topic_score_gemma":0.0001496464,"domain_scores_codex":[0.99793,0.0006638257,0.0006900735,0.0002774702,0.0002249535,0.0002136199],"domain_scores_gemma":[0.9983712,0.0002869522,0.0003086002,0.0007009768,0.000255475,0.00007679279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001463008,0.03683816,0.9330689,0.0001867324,0.0001376351,0.000117403,0.001344891,0.00002393116,0.00006426468,0.002027285,0.001471731,0.02325606],"study_design_scores_gemma":[0.002217497,0.005418828,0.9735922,0.0001371101,0.00005528038,0.0001129528,0.0002207339,0.00003341484,0.00007508624,0.00009814768,0.01790262,0.0001361458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449944,0.00001163539,0.00001780558,0.002191538,0.0002699716,0.002675509,0.00001198485,0.00002835406,0.04979876],"genre_scores_gemma":[0.9977406,0.00001141834,0.0001145723,0.0003740433,0.0001527316,0.0002031264,0.00002939971,0.00001456306,0.001359538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05274617,"threshold_uncertainty_score":0.7222139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08487861168410553,"score_gpt":0.4396344450334478,"score_spread":0.3547558333493422,"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."}}