{"id":"W2316462633","doi":"10.1097/01.jce.0000305843.32684.52","title":"Clinical Engineering Benchmarking","year":2008,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Benchmarking; Clinical engineering; Capital expenditure; Operations management; Business; Operating expense; Quality (philosophy); Acute care; Performance indicator; Performance measurement; Accounting; Engineering; Health care; Economics; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02169256,0.0008431238,0.0009152086,0.01321958,0.00118764,0.003844437,0.001509985,0.0008469647,0.01523834],"category_scores_gemma":[0.08999509,0.0002681971,0.0007400319,0.02088889,0.0009070431,0.00275611,0.004193334,0.001061883,0.003358424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003571165,"about_ca_system_score_gemma":0.007340422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635667,"about_ca_topic_score_gemma":0.003907089,"domain_scores_codex":[0.9620347,0.01491602,0.007043529,0.002707388,0.01045698,0.002841426],"domain_scores_gemma":[0.8950686,0.03308878,0.01873793,0.007672408,0.04035142,0.005080919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007480801,0.000526206,0.3455738,0.00176165,0.0002022494,0.000352126,0.00238421,0.007141556,0.0007605475,0.02242535,0.07934792,0.5387765],"study_design_scores_gemma":[0.0001236259,0.002311646,0.7344894,0.001498356,0.0001214115,0.001406219,0.006114822,0.009685426,0.002209929,0.01274779,0.229123,0.0001685147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4992585,0.01439819,0.0801854,0.01244139,0.002157083,0.005504831,0.05887083,0.001991471,0.3251924],"genre_scores_gemma":[0.914732,0.003424515,0.02486888,0.002367323,0.0006235654,0.003407275,0.03553863,0.0003232575,0.01471464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02169256,"threshold_uncertainty_score":0.1147226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3542621785094276,"score_gpt":0.5717542082002478,"score_spread":0.2174920296908202,"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."}}