{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01082652,0.0002181645,0.0007938465,0.0002121792,0.001799225,0.0002765938,0.0002504492,0.00007865025,0.0004355208],"category_scores_gemma":[0.0004290884,0.0003300292,0.0001204544,0.0002904962,0.00006323002,0.0006017702,0.00001104027,0.0004689064,0.0004384746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001769046,"about_ca_system_score_gemma":0.0005242714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006911,"about_ca_topic_score_gemma":0.00001670154,"domain_scores_codex":[0.9935938,0.00125758,0.003707238,0.0006688352,0.0002305868,0.000541971],"domain_scores_gemma":[0.9958698,0.0004969583,0.002993112,0.0004120934,0.00004476743,0.0001832619],"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":[0.00004526655,0.0004253339,0.003577641,0.000316366,0.00006072825,0.000004202654,0.06233058,0.007267866,0.000008744739,0.8850986,0.03883271,0.002031995],"study_design_scores_gemma":[0.002994326,0.01067933,0.008475563,0.000681207,0.00002698756,0.0003842242,0.2463877,0.1506271,0.000009298376,0.05677326,0.5210572,0.001903659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3172443,0.01324765,0.1846919,0.3223508,0.01406867,0.005102693,0.001218703,0.001569386,0.1405059],"genre_scores_gemma":[0.9901482,0.000008683116,0.002768621,0.00421668,0.0005367901,0.0002337784,0.00022868,0.00005116135,0.001807371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8283253,"threshold_uncertainty_score":0.9999152,"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."}}