{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04380472,0.0008185335,0.0005515473,0.001294913,0.006344866,0.01025122,0.003060552,0.002210819,0.01511309],"category_scores_gemma":[0.0490043,0.0003687601,0.0009049877,0.001041575,0.004362863,0.004551527,0.01983018,0.003235293,0.001776912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01706933,"about_ca_system_score_gemma":0.0673596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01341577,"about_ca_topic_score_gemma":0.03570894,"domain_scores_codex":[0.9350268,0.05008693,0.001040266,0.001624239,0.005384916,0.006836741],"domain_scores_gemma":[0.9640578,0.01368499,0.002412966,0.002293538,0.003382593,0.01416816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005239504,0.003646087,0.06037572,0.002296735,0.0002466119,0.0007705645,0.06368547,0.008135812,0.003154399,0.04186452,0.06450258,0.7507976],"study_design_scores_gemma":[0.001290584,0.00827523,0.07935091,0.006004931,0.0006314007,0.0009773489,0.1523236,0.02018443,0.007856238,0.1479379,0.574781,0.0003863763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.426535,0.00298803,0.1485919,0.2341107,0.001380296,0.008020876,0.0007260237,0.002705101,0.174942],"genre_scores_gemma":[0.8964512,0.0008920246,0.08483148,0.008273993,0.0002441182,0.001788119,0.0002815123,0.0001124588,0.007125095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04380472,"threshold_uncertainty_score":0.2316643,"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."}}