{"id":"W4390580349","doi":"10.1186/s12913-023-10315-y","title":"Challenges and promising solutions to engaging patients in healthcare implementation in the United States: an environmental scan","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Services Research and Development; U.S. Department of Veterans Affairs","keywords":"Health administration; Health care; Health informatics; Psychological intervention; Medicine; Nursing research; Nursing; Healthcare system; Implementation research; Quality management; Medical education; Public health; Operations management; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0215263,0.0001686308,0.000237027,0.001686475,0.001809215,0.00009225994,0.0004361685,0.00009073117,0.00005560592],"category_scores_gemma":[0.00008663555,0.0001411,0.00001535625,0.001880929,0.00007586892,0.0005562809,0.0002956214,0.001267166,0.0000925757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001751672,"about_ca_system_score_gemma":0.001600108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05546476,"about_ca_topic_score_gemma":0.2466388,"domain_scores_codex":[0.9841862,0.01081219,0.001163531,0.0006877749,0.001147674,0.002002629],"domain_scores_gemma":[0.9959937,0.002763828,0.0001162286,0.00040607,0.0001108121,0.0006093926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003858296,0.00008475993,0.2797049,0.004570839,0.000002192989,0.000003485598,0.644116,0.00002802415,0.00001042762,0.001026608,0.0001146159,0.07029947],"study_design_scores_gemma":[0.000557635,0.0002894864,0.6694706,0.0007387724,6.561338e-7,8.0387e-7,0.3177525,0.003003726,0.00000100093,0.0003864275,0.007711849,0.00008648107],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467901,0.00107547,0.00002879133,0.04705105,0.0001334249,0.004648525,0.0001541876,0.00005059577,0.00006786214],"genre_scores_gemma":[0.9761758,0.003450485,0.0003380817,0.01847521,0.0001122006,0.001161223,0.0002466007,0.00003080099,0.000009643761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897657,"threshold_uncertainty_score":0.9994903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6132048023274668,"score_gpt":0.6850534245196188,"score_spread":0.07184862219215205,"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."}}