{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01123638,0.0001671665,0.000515209,0.000246981,0.0001758644,0.00001970506,0.0002167447,0.00008278315,0.0002625106],"category_scores_gemma":[0.001795561,0.0001398965,0.0001699003,0.0009770296,0.0000854764,0.0001316848,0.000238015,0.0003844461,0.00004780956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006035601,"about_ca_system_score_gemma":0.0004063162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614789,"about_ca_topic_score_gemma":0.004280308,"domain_scores_codex":[0.9932514,0.001466908,0.003589579,0.0004829306,0.0007383618,0.0004708107],"domain_scores_gemma":[0.995819,0.002134942,0.0009729767,0.0006822821,0.0001436589,0.000247136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004191089,0.00009432909,0.8986805,0.003894237,0.00008825155,0.00002882942,0.003863672,0.0001331258,0.0000102607,0.0009089023,0.003098676,0.08878011],"study_design_scores_gemma":[0.005371892,0.0002400669,0.8671522,0.00009931433,0.00006717967,0.000004664924,0.114725,0.00007637621,0.000007755829,0.0004980848,0.0116207,0.0001366826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976847,0.000185831,0.0002771853,0.01915649,0.0004427737,0.002594357,0.00007896541,0.0001810071,0.0002363833],"genre_scores_gemma":[0.9870575,0.001924617,0.0007480631,0.009226148,0.0001896241,0.0001704843,0.0005710618,0.00002519174,0.00008729753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108614,"threshold_uncertainty_score":0.5704813,"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."}}