{"id":"W4232472980","doi":"10.1097/sga.0000000000000098","title":"Reuse of Single-use Critical Medical Devices","year":2015,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Licensure; Guideline; Medicine; Disclaimer; Family medicine; Nursing; Political science; Pathology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003295571,0.0001190683,0.0002680257,0.0001152416,0.00005177445,0.000009539905,0.0002137618,0.0002779262,0.0006880343],"category_scores_gemma":[0.003397792,0.0001070081,0.00005848815,0.00008721177,0.0008315009,0.0001481991,0.00006846814,0.0002081869,0.0001172788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004122523,"about_ca_system_score_gemma":0.00005691659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001858948,"about_ca_topic_score_gemma":0.00002956315,"domain_scores_codex":[0.9985633,0.0004020065,0.0003745782,0.0002213179,0.00009869604,0.0003400482],"domain_scores_gemma":[0.999164,0.0001716422,0.00008934142,0.0002740236,0.0001628205,0.0001381313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006659379,0.005308126,0.6436501,0.0001829889,0.000378299,0.0001010406,0.004860756,0.00002276304,0.1714122,0.008326873,0.1208464,0.03825108],"study_design_scores_gemma":[0.05173942,0.02606331,0.6441742,0.005936409,0.001476763,0.0133963,0.009939885,0.000871852,0.1033244,0.01121253,0.1298778,0.001987097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721112,0.0003332801,0.01791893,0.00535865,0.002822476,0.00008546761,0.0000075272,0.00009245056,0.001270072],"genre_scores_gemma":[0.997865,0.000005272493,0.0003758932,0.001554406,0.00005153736,0.000003284233,0.00005446055,0.00001038623,0.00007982228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06808779,"threshold_uncertainty_score":0.7533494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04671254993053977,"score_gpt":0.3109801815095477,"score_spread":0.264267631579008,"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."}}