{"id":"W2890613648","doi":"10.23889/ijpds.v3i4.703","title":"The Effect of Surgical Site Infection on Cost and Utilization Following Primary Knee Replacement in Nova Scotia 2005-2014","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Nova scotia; Emergency medicine; Knee replacement; Joint replacement; Cohort; Indirect costs; Arthroplasty; Surgery; Internal medicine; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006360921,0.0002424727,0.0002417977,0.001040465,0.000675501,0.001020306,0.0007957735,0.0003131065,0.002246533],"category_scores_gemma":[0.003970744,0.0002237557,0.0006430066,0.00163856,0.0005008152,0.0002450109,0.001010221,0.000545259,0.0002255481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01486722,"about_ca_system_score_gemma":0.01343566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9563395,"about_ca_topic_score_gemma":0.9670746,"domain_scores_codex":[0.9987264,0.0002198872,0.0001397956,0.0001148124,0.0003574203,0.0004416773],"domain_scores_gemma":[0.9953946,0.0003850993,0.001944233,0.00008938712,0.001312497,0.0008740725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006032779,0.00002046036,0.9968128,0.00004743951,0.00004167071,0.00008348784,0.00009492694,0.0002184193,0.00003882453,0.00004846276,0.0009735,0.00155979],"study_design_scores_gemma":[0.000002425511,0.00001377412,0.9993413,0.00003308621,0.00001023527,0.00003276205,0.0002224064,0.000155759,0.00001447912,0.000005998546,0.000165602,0.000002097954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987613,0.0009451206,0.00005279217,0.0006978972,0.00003212774,0.00003128137,0.009041538,0.00000499988,0.001581117],"genre_scores_gemma":[0.9963048,0.0004496915,0.00007016413,0.00009691703,0.00001412529,0.0000144372,0.002253601,0.000001600522,0.0007948139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04366052,"threshold_uncertainty_score":0.1078697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062782537304898,"score_gpt":0.3992840104735223,"score_spread":0.3586561851004733,"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."}}