{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001735015,0.0001595996,0.0003063948,0.00008062478,0.0006279241,0.00001558884,0.0001680916,0.0002689872,0.00394215],"category_scores_gemma":[0.0008126592,0.0001495483,0.00008069714,0.0002729891,0.00002494691,0.0001420107,0.0001605354,0.0004277874,0.003608636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000334825,"about_ca_system_score_gemma":0.0004564292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953544,"about_ca_topic_score_gemma":0.001187831,"domain_scores_codex":[0.9968507,0.0005466293,0.001076131,0.000380502,0.0004462013,0.0006998552],"domain_scores_gemma":[0.9977022,0.0005539149,0.0002708609,0.0008583465,0.0002229577,0.0003916995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001587105,0.00008627272,0.06409479,0.0001793926,0.00002292762,0.0003077376,0.01530736,0.000005987907,0.0002580112,0.001505984,0.9157663,0.00230651],"study_design_scores_gemma":[0.0004155721,0.0001071962,0.01052495,0.0002693962,0.00001044735,0.00003833267,0.002239262,0.00002766279,0.00007074188,0.0008553038,0.9852377,0.0002034468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5200832,0.0001523803,0.002157439,0.3871247,0.006101504,0.005021081,0.0001982263,0.0005405826,0.07862089],"genre_scores_gemma":[0.55172,0.00005927546,0.003896103,0.05603896,0.002314209,0.0005788445,0.0002268045,0.00008717087,0.3850786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3310857,"threshold_uncertainty_score":0.9971672,"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."}}