{"id":"W2114862127","doi":"10.1186/s13643-015-0028-0","title":"Factors that influence the recognition, reporting and resolution of incidents related to medical devices and other healthcare technologies: a systematic review","year":2015,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ottawa Hospital; University Health Network; University of Ottawa; Canadian Agency for Drugs and Technologies in Health","funders":"University of Ottawa","keywords":"Medicine; PsycINFO; Psychological intervention; MEDLINE; Patient safety; Systematic review; Health care; Incident report; Cochrane Library; Harm; Near miss; Medical emergency; Meta-analysis; Nursing; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03816629,0.0006094828,0.009073713,0.0002786498,0.0004059954,0.000005928877,0.0006891795,0.0008160329,0.00002828967],"category_scores_gemma":[0.165427,0.0002714161,0.0003416191,0.001000066,0.0001735769,0.0001371639,0.0003593758,0.001066472,0.0001706025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857647,"about_ca_system_score_gemma":0.0009027153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001132263,"about_ca_topic_score_gemma":0.00009993772,"domain_scores_codex":[0.9725779,0.01199355,0.0131114,0.000607145,0.001271998,0.0004379905],"domain_scores_gemma":[0.9647119,0.003260236,0.02957683,0.001499533,0.0005488812,0.0004026275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[5.936566e-7,0.000008723,0.0002387545,0.9934853,0.0001041807,0.000001506433,0.002099183,9.080367e-9,4.532496e-9,0.00004383837,0.0003619528,0.003655923],"study_design_scores_gemma":[0.00006637684,0.00003104864,0.0000118924,0.8426853,0.001776971,0.00006363758,0.002831046,0.00000185203,7.923037e-9,0.00006301853,0.1522687,0.0002002188],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004536146,0.9491419,0.00004154973,0.0009133249,0.0002725375,0.04934318,0.00003537897,0.0001085408,0.00009819237],"genre_scores_gemma":[0.0001549508,0.9874572,0.00006405084,0.001067464,0.00001221135,0.01103004,0.00005049987,0.00004644769,0.0001171346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1519067,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4104822787903394,"score_gpt":0.529754990860096,"score_spread":0.1192727120697566,"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."}}