{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003352599,0.0001865155,0.0002090101,0.000113145,0.0003655886,0.00001806965,0.0000363678,0.0001227534,0.0006837202],"category_scores_gemma":[0.0001636313,0.0001188567,0.0001828589,0.0003139604,0.0001101919,0.0001247827,0.00004847024,0.0002730599,0.0001892661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005928719,"about_ca_system_score_gemma":0.0001161713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008531305,"about_ca_topic_score_gemma":0.0003916028,"domain_scores_codex":[0.9988297,0.0000647979,0.0002976848,0.0002734631,0.00024554,0.0002888459],"domain_scores_gemma":[0.9990602,0.00004916601,0.0001673588,0.0004601629,0.0001108065,0.0001523491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008325753,0.0003173958,0.914456,0.00001594994,0.0001959972,0.00005114062,0.001186037,0.000001816559,0.00001033912,0.00008780436,0.000711308,0.08288293],"study_design_scores_gemma":[0.001931745,0.0007785947,0.8656222,0.00006995031,0.001086823,0.0003380016,0.0002426191,0.0002514262,0.0004237221,0.0001017403,0.1289315,0.000221695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177369,0.0001193885,0.0009636394,0.00008112319,0.000581098,0.0005216991,0.00001318541,0.00008913902,0.07989379],"genre_scores_gemma":[0.9924049,0.0005949236,0.00169965,0.0001519829,0.000294813,0.00006388038,0.00003365344,0.00003349108,0.004722682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282202,"threshold_uncertainty_score":0.7486257,"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."}}