{"id":"W2803092991","doi":"10.2196/humanfactors.9030","title":"Designing for Clinical Change: Creating an Intervention to Implement New Statin Guidelines in a Primary Care Clinic","year":2018,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Quality Enhancement Research Initiative; Health Services Research and Development; U.S. Department of Veterans Affairs","keywords":"Veterans Affairs; Psychological intervention; Medicine; Statin; Primary care; Intervention (counseling); Family medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05599152,0.00134834,0.0007394623,0.001992415,0.008118467,0.003905324,0.004222036,0.003175539,0.003763089],"category_scores_gemma":[0.07642587,0.001163387,0.001149269,0.001158637,0.008243724,0.003798058,0.006811914,0.003785281,0.0006645125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007465709,"about_ca_system_score_gemma":0.02826776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003154161,"about_ca_topic_score_gemma":0.007405986,"domain_scores_codex":[0.9389713,0.05079737,0.001602932,0.002543775,0.002909227,0.003175422],"domain_scores_gemma":[0.9111338,0.06722486,0.003346125,0.005110383,0.004446166,0.00873857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0005672543,0.02202948,0.02070736,0.004270226,0.0001000094,0.00234886,0.5247419,0.001885313,0.01018864,0.004804357,0.01708338,0.3912731],"study_design_scores_gemma":[0.005510604,0.04026436,0.05708002,0.005930142,0.0006904646,0.002733238,0.6730757,0.01096847,0.02122702,0.01960788,0.1621319,0.0007801676],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7879286,0.000379426,0.122785,0.01911263,0.0006559534,0.04385507,0.000226544,0.002173502,0.02288325],"genre_scores_gemma":[0.5257368,0.0003981876,0.4466948,0.00439463,0.00009343008,0.02028211,0.0001175164,0.0001110205,0.002171394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05599152,"threshold_uncertainty_score":0.296115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8919590108002918,"score_gpt":0.7819928847574863,"score_spread":0.1099661260428055,"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."}}