{"id":"W2898281334","doi":"10.1111/aor.13378","title":"Device exchange versus nonexchange modalities in left ventricular assist device‐specific infections: A systematic review and meta‐analysis","year":2018,"lang":"en","type":"review","venue":"Artificial Organs","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Meta-analysis; Modalities; Medicine; Ventricular assist device; Systematic review; Therapeutic modalities; Cardiology; Internal medicine; Intensive care medicine; MEDLINE; Heart failure; Biology","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":[0.01114366,0.002187057,0.01621588,0.004494273,0.0005539467,0.003125284,0.001513486,0.001932425,0.003091643],"category_scores_gemma":[0.0221283,0.001222846,0.03972909,0.004955843,0.0006303843,0.00165009,0.001204323,0.001777607,0.0002559188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002035795,"about_ca_system_score_gemma":0.002606592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005120177,"about_ca_topic_score_gemma":0.01143872,"domain_scores_codex":[0.9933415,0.00312098,0.002018128,0.0006345748,0.0006401226,0.0002447002],"domain_scores_gemma":[0.9847275,0.01152566,0.002221257,0.0003821999,0.0009693024,0.0001741807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002844914,0.00003992324,0.003006172,0.4105959,0.5690799,0.00009021457,0.00007951567,0.0003924085,0.0002233362,0.0001182843,0.0004358302,0.01309368],"study_design_scores_gemma":[0.0007603329,0.0002684401,0.003073271,0.02504057,0.9691403,0.00006077073,0.00004020429,0.0001352776,0.0001060628,0.0001269641,0.001228415,0.00001944594],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005097638,0.9935222,0.0003715392,0.0001303727,0.0001202321,0.0002306701,0.0003083507,0.00001455253,0.0002043661],"genre_scores_gemma":[0.1776929,0.8172458,0.001844992,0.0008685557,0.0002650028,0.00110882,0.000620435,0.00002712922,0.0003263997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01621588,"threshold_uncertainty_score":0.05893397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158766312000101,"score_gpt":0.3174929121719988,"score_spread":0.2016162809719887,"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."}}