{"id":"W3004129727","doi":"10.1002/jor.24616","title":"Adjuvant antibiotic‐loaded bone cement: Concerns with current use and research to make it work","year":2020,"lang":"en","type":"article","venue":"Journal of Orthopaedic Research®","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences; National Biofilms Innovation Centre; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Biotechnology and Biological Sciences Research Council; Stavros Niarchos Foundation; Hospital for Special Surgery","keywords":"Bone cement; Antibiotics; Adjuvant; Dosing; Drug delivery; Intensive care medicine; Medicine; Materials science; Microbiology; Cement; Pharmacology; Nanotechnology; Immunology; Biology","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":[0.002860781,0.0002009408,0.0005492528,0.0008063079,0.0003389732,0.0001890883,0.0001159051,0.00008598241,0.0002390088],"category_scores_gemma":[0.002185535,0.0001322915,0.0001369801,0.001879282,0.0004058284,0.0002420145,0.0002296063,0.001818477,0.00008032971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001955997,"about_ca_system_score_gemma":0.000719306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004635283,"about_ca_topic_score_gemma":0.00001835548,"domain_scores_codex":[0.9951193,0.0004507141,0.0006384256,0.0003792021,0.002649521,0.0007627948],"domain_scores_gemma":[0.995514,0.0005137339,0.0001623509,0.0003084737,0.001971826,0.00152966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004998336,0.000925189,0.8284344,0.0003030236,0.0004580706,0.005320767,0.001809469,0.00001300702,0.000891602,0.0001284691,0.03757531,0.1191424],"study_design_scores_gemma":[0.01400617,0.02088905,0.4749682,0.003914418,0.0003373612,0.001252891,0.002004767,0.00005879156,0.001168851,0.00004063893,0.4809927,0.0003661118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747644,0.002397853,0.0002003869,0.02044447,0.0001801508,0.0009285949,0.00001502539,0.00001797203,0.001051144],"genre_scores_gemma":[0.9948424,0.00228523,0.0008040859,0.0003812758,0.0009206441,0.000009067345,0.000006206851,0.00004095366,0.0007101466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434174,"threshold_uncertainty_score":0.790048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2363557499813849,"score_gpt":0.4360235007028561,"score_spread":0.1996677507214712,"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."}}