{"id":"W4415097811","doi":"10.3389/frhs.2025.1607662","title":"Optimizing patient engagement to enhance a learning health system","year":2025,"lang":"en","type":"article","venue":"Frontiers in Health Services","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Advanced Education; University of Calgary; Impact; Canadian Patient Safety Institute; Alberta Health Services; Alberta Health","funders":"Canadian Institutes of Health Research","keywords":"Healthcare system; Health care; Public health; Patient experience; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00390189,0.0003311342,0.0008284013,0.0006911459,0.002276912,0.00001968049,0.000383452,0.000151536,0.00003868723],"category_scores_gemma":[0.0000163626,0.0003309428,0.00006292354,0.001015646,0.00001761483,0.0001381753,0.0003440602,0.00114662,0.000121104],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004069746,"about_ca_system_score_gemma":0.001338599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009474503,"about_ca_topic_score_gemma":0.001922824,"domain_scores_codex":[0.9919335,0.002766301,0.002268954,0.0007425333,0.0005014415,0.001787293],"domain_scores_gemma":[0.9975996,0.0002328052,0.0008510726,0.0004840467,0.0001151221,0.000717368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000836025,0.0004635178,0.3844471,0.1954742,0.00007873242,0.00001045238,0.2196747,0.005947414,0.000007000987,0.002510088,0.02994153,0.1606093],"study_design_scores_gemma":[0.001470602,0.001551031,0.005541507,0.05619095,0.000008702889,3.403586e-7,0.3159199,0.01080981,0.0000447884,0.0001413968,0.6078413,0.000479642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6799564,0.05823431,0.09002241,0.0402809,0.05571713,0.04146919,0.0002218389,0.001908773,0.03218899],"genre_scores_gemma":[0.8302776,0.001349569,0.06394826,0.09958498,0.0002210313,0.002602133,0.0002594453,0.00006592293,0.001691087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5778998,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05339521685118644,"score_gpt":0.4081726561165321,"score_spread":0.3547774392653457,"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."}}