{"id":"W2903259819","doi":"","title":"Development of a Standard of Practice for Medical Device Preventive Maintenance in BC Hospitals","year":2005,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology; Island Health","funders":"","keywords":"Clinical engineering; Preventive maintenance; Ranking (information retrieval); Medical device; Reliability engineering; Medicine; Operations management; Computer science; Medical emergency; Risk analysis (engineering); Engineering; Health care; Biomedical engineering; Information retrieval","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":[0.004389226,0.0001347856,0.000482873,0.00009567034,0.0001935663,0.000002713867,0.0002440983,0.0002866722,0.0001195048],"category_scores_gemma":[0.006679743,0.0001203984,0.0000573627,0.0002702209,0.00009666293,0.0003142604,0.0001100604,0.0004487085,0.00001500589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022787,"about_ca_system_score_gemma":0.001387068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007655998,"about_ca_topic_score_gemma":0.0004677027,"domain_scores_codex":[0.9971914,0.00007837816,0.001439199,0.0002608939,0.0005597888,0.0004703381],"domain_scores_gemma":[0.9965416,0.001056694,0.0007285193,0.00009223819,0.0014383,0.0001426468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006184189,0.001227648,0.1149537,0.02893351,0.0002372963,0.000004758435,0.5138994,0.000003129065,0.001189143,0.2081337,0.01684917,0.1083844],"study_design_scores_gemma":[0.006276043,0.001035767,0.04690449,0.01341229,0.00007014933,0.000006708621,0.2085026,0.0002854858,0.008810128,0.003624595,0.7104614,0.0006103599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734904,0.0003339016,0.0007201424,0.01627277,0.0001792974,0.002019388,0.00004516646,0.00003610393,0.006902853],"genre_scores_gemma":[0.9335026,0.000152264,0.06421763,0.001110672,0.0001468635,0.0004412965,0.000007905967,0.00002118882,0.0003995991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6936122,"threshold_uncertainty_score":0.7996758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05719162719929358,"score_gpt":0.4656468867252853,"score_spread":0.4084552595259917,"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."}}