{"id":"W4324026433","doi":"10.1097/qmh.0000000000000408","title":"Successful Implementation of Workflow-Embedded Clinical Pathways During the COVID 19 Pandemic","year":2023,"lang":"en","type":"article","venue":"Quality Management in Health Care","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Clinical pathway; Medicine; Pandemic; Health care; Ambulatory care; Emergency department; Informatics; Medical emergency; Health informatics; Pharmacy; MEDLINE; Multidisciplinary approach; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Family medicine; Nursing; Disease; Public health; Internal 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":[0.01558963,0.000409947,0.0002213123,0.001048632,0.001867938,0.002431987,0.001063148,0.000746984,0.0008687787],"category_scores_gemma":[0.03641602,0.0003827906,0.0003631335,0.000825324,0.0007323641,0.001339469,0.003210576,0.001233652,0.0001849547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005444628,"about_ca_system_score_gemma":0.02868838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02857165,"about_ca_topic_score_gemma":0.04667252,"domain_scores_codex":[0.9893421,0.005190014,0.0009229101,0.001177225,0.001589712,0.001778074],"domain_scores_gemma":[0.9765046,0.005208068,0.004885682,0.002171783,0.007247155,0.003982724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005685298,0.00162653,0.3611481,0.0006387329,0.0001377287,0.000943017,0.009900311,0.00866385,0.003616202,0.002251275,0.01298446,0.5975213],"study_design_scores_gemma":[0.0006236913,0.005257708,0.7838739,0.003141545,0.0002912413,0.001634324,0.03181319,0.0437022,0.01409105,0.004544304,0.1107241,0.0003028902],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571857,0.0009626255,0.01612648,0.009214195,0.0002759678,0.003102429,0.0009339915,0.0007612961,0.01143724],"genre_scores_gemma":[0.9523551,0.0006263432,0.0431363,0.001043823,0.00004698986,0.0007923159,0.0009885855,0.0000437501,0.0009667197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02857165,"threshold_uncertainty_score":0.08244687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4693344216102962,"score_gpt":0.6180254537251775,"score_spread":0.1486910321148813,"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."}}