{"id":"W2074553511","doi":"10.1142/s0218539311004317","title":"MEDICAL EQUIPMENT RELIABILITY: A REVIEW, ANALYSIS METHODS AND IMPROVEMENT STRATEGIES","year":2011,"lang":"en","type":"article","venue":"International Journal of Reliability Quality and Safety Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medical equipment; Reliability (semiconductor); Reliability engineering; Computer science; Human reliability; Human error; Engineering; Medicine","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":[0.008518875,0.001577485,0.001635732,0.009198264,0.0004902589,0.002325589,0.002226297,0.001518691,0.002192826],"category_scores_gemma":[0.01567703,0.0006963982,0.001043052,0.007202371,0.000880571,0.003282858,0.0006614875,0.0010684,0.001740622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011277,"about_ca_system_score_gemma":0.003803625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004642273,"about_ca_topic_score_gemma":0.004747878,"domain_scores_codex":[0.9949291,0.001285725,0.0007425196,0.0005093256,0.002450464,0.00008288378],"domain_scores_gemma":[0.9862581,0.007754921,0.001026941,0.0003717551,0.004454112,0.0001341348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006288115,0.00009268458,0.001659243,0.01477223,0.00011922,0.00009755835,0.0002148316,0.001693915,0.0008260311,0.00444051,0.01481094,0.9612101],"study_design_scores_gemma":[0.00005669743,0.0006673805,0.01604212,0.02952047,0.0008683927,0.002315281,0.0008040976,0.005720779,0.006320629,0.009915384,0.9275657,0.0002030914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001192445,0.9824696,0.01181158,0.001182446,0.000401931,0.00006687277,0.000104566,0.0000883348,0.002682274],"genre_scores_gemma":[0.008261575,0.9689373,0.02034559,0.0003462443,0.0004787915,0.000126757,0.0001432706,0.00003308075,0.001327443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009198264,"threshold_uncertainty_score":0.04505265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09616103706357618,"score_gpt":0.4962329958409734,"score_spread":0.4000719587773972,"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."}}