{"id":"W2005625644","doi":"10.1136/bmj.323.7312.532/d","title":"Single use equipment is used up to 20 times, says report","year":2001,"lang":"en","type":"article","venue":"BMJ","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical emergency; Medicine; Medical device; Health care; Medical equipment; Epidemiology; Nursing; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003373942,0.0007001437,0.0003497017,0.001645114,0.004968795,0.002731423,0.001402609,0.0032281,0.03062774],"category_scores_gemma":[0.01570229,0.0008205148,0.001183086,0.001693325,0.001500689,0.002188464,0.001897539,0.002765275,0.008985441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003889247,"about_ca_system_score_gemma":0.01032789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2453651,"about_ca_topic_score_gemma":0.3605945,"domain_scores_codex":[0.9828408,0.0009294922,0.0006875482,0.0009964933,0.01282752,0.001718128],"domain_scores_gemma":[0.9810929,0.003881201,0.002097488,0.001728122,0.009244321,0.001956031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001224112,0.000114277,0.04141877,0.0002688505,0.00005133979,0.0004457287,0.00201461,0.00003182323,0.002692112,0.001736098,0.8233721,0.1277319],"study_design_scores_gemma":[0.00002394626,0.0002190863,0.1035847,0.0003064457,0.0000954088,0.002485826,0.005378658,0.00008841089,0.003932034,0.0003122967,0.8834837,0.0000894012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1608716,0.01339956,0.006624995,0.2601466,0.01723694,0.0004823773,0.01243197,0.004904395,0.5239014],"genre_scores_gemma":[0.2857654,0.01289025,0.005169077,0.1911267,0.004020292,0.00026666,0.008307415,0.00105599,0.4913982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2453651,"threshold_uncertainty_score":0.4878739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3284909608583115,"score_gpt":0.514214229996129,"score_spread":0.1857232691378175,"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."}}