{"id":"W4310734070","doi":"10.1097/naq.0000000000000552","title":"Creating Value Through Learning Health Systems","year":2022,"lang":"en","type":"article","venue":"Nursing Administration Quarterly","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Alberta Health Services","funders":"","keywords":"Health care; Psychological intervention; USable; Value (mathematics); Knowledge management; Computer science; Quality management; Process (computing); Process management; Risk analysis (engineering); Medicine; Nursing; Operations management; Business; Management system; Engineering; Economics","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":[0.0235596,0.000962966,0.0004872481,0.002492949,0.003087486,0.01165781,0.002388364,0.002795847,0.008345217],"category_scores_gemma":[0.02886368,0.0004556593,0.000767774,0.002151946,0.01502846,0.01071848,0.01138809,0.003222349,0.001409049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006572576,"about_ca_system_score_gemma":0.01230606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001490647,"about_ca_topic_score_gemma":0.001580878,"domain_scores_codex":[0.9822581,0.01295472,0.0005493741,0.0009071483,0.002263478,0.001067221],"domain_scores_gemma":[0.9722411,0.01812039,0.001740617,0.003832775,0.002023712,0.002041407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000469355,0.0003288069,0.002309466,0.0003667054,0.00005068959,0.0001139083,0.003170247,0.008258861,0.0004858471,0.8425886,0.005565339,0.1367145],"study_design_scores_gemma":[0.0001093961,0.0003481832,0.0008310781,0.0004422349,0.00003298257,0.00007088708,0.002317868,0.01066917,0.001305848,0.9123985,0.07142956,0.0000443485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05406251,0.001513283,0.6109474,0.04883917,0.00047153,0.002027605,0.0001665403,0.000981233,0.2809906],"genre_scores_gemma":[0.6441953,0.001774548,0.338822,0.002252976,0.0004172417,0.001194093,0.0001406188,0.0001102118,0.01109313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0235596,"threshold_uncertainty_score":0.1245965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2553788488621354,"score_gpt":0.4477079615620997,"score_spread":0.1923291126999644,"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."}}