{"id":"W3137339056","doi":"10.1016/j.healun.2021.01.1259","title":"A Care Pathway Approach to Reduce Driveline Infections: Compliance and Outcomes","year":2021,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Adverse effect; Compliance (psychology); Implant; Patient safety; Emergency medicine; Health care; Internal medicine; Surgery; Intensive care 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":[0.002870473,0.000280066,0.000346325,0.0007298072,0.001194242,0.002018245,0.0007104797,0.001011841,0.004360657],"category_scores_gemma":[0.01715891,0.000151868,0.0006247319,0.0008816465,0.0001882458,0.001432027,0.001537117,0.001288959,0.0003873821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00213107,"about_ca_system_score_gemma":0.01313424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007281684,"about_ca_topic_score_gemma":0.01452034,"domain_scores_codex":[0.9966272,0.001387189,0.0004138941,0.000265915,0.0008396888,0.0004660102],"domain_scores_gemma":[0.9920856,0.001135488,0.002719442,0.0002369047,0.001572083,0.002250448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008765668,0.0133507,0.5137867,0.0009761261,0.0005777398,0.0002957715,0.001956402,0.00164103,0.0009205635,0.002889522,0.0129642,0.4497648],"study_design_scores_gemma":[0.001054249,0.01391633,0.9318061,0.002274057,0.0007211774,0.001212499,0.007089644,0.009472311,0.00166269,0.006731027,0.02394038,0.0001193964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488367,0.002908798,0.007949779,0.02006511,0.0005566924,0.001549942,0.0009978662,0.000332944,0.01680211],"genre_scores_gemma":[0.9857671,0.001044735,0.007716376,0.002647845,0.0001041719,0.0005081313,0.0003746929,0.00002175411,0.001815244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007281684,"threshold_uncertainty_score":0.0154621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136982325126335,"score_gpt":0.2638098527177359,"score_spread":0.2424400294664726,"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."}}