{"id":"W2033703871","doi":"10.3928/01477447-20110714-31","title":"Minimizing Infection Risk: Fortune Favors the Prepared Mind","year":2011,"lang":"en","type":"article","venue":"Orthopedics","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Perioperative; Risk of infection; Surgery; Joint arthroplasty; Antibiotic prophylaxis; Iodophor; Arthroplasty; Infection control; Antibiotics; Intensive care medicine","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":[0.01758528,0.001255513,0.002035819,0.001534995,0.006191622,0.01683834,0.002478037,0.01617919,0.01089653],"category_scores_gemma":[0.05421149,0.0006280306,0.001021414,0.0006373391,0.01297706,0.01383654,0.009890949,0.02498397,0.006307457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002887049,"about_ca_system_score_gemma":0.01269358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566236,"about_ca_topic_score_gemma":0.002824663,"domain_scores_codex":[0.9838443,0.006541439,0.0009421778,0.001237812,0.006034068,0.001400152],"domain_scores_gemma":[0.9320451,0.01991202,0.004954677,0.00324122,0.01070923,0.02913784],"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":[0.0002022209,0.000607,0.006719525,0.001168819,0.0002598236,0.001811102,0.007317333,0.0003943101,0.002381755,0.03465974,0.7100193,0.2344591],"study_design_scores_gemma":[0.0001079488,0.0006114356,0.005807305,0.00315414,0.0001169227,0.005855655,0.01124653,0.0004552985,0.0006599962,0.08823903,0.8835126,0.0002331969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003970424,0.02226911,0.005425669,0.92814,0.01641098,0.00006540694,0.00002279551,0.0003919659,0.02330363],"genre_scores_gemma":[0.1089737,0.03289065,0.0271117,0.7548672,0.03820232,0.0003673664,0.00008045501,0.0005937291,0.03691291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01758528,"threshold_uncertainty_score":0.09300095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833273584208012,"score_gpt":0.2687786891360182,"score_spread":0.220445953293938,"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."}}