{"id":"W4391885490","doi":"10.1186/s12913-024-10691-z","title":"Barriers and enablers for implementation of digital-linked diagnostics models at point-of-care in South Africa: stakeholder engagement","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Universiteit Stellenbosch; University of Pretoria; McMaster University","keywords":"Stakeholder; Health informatics; Digital health; Process management; Stakeholder engagement; Nursing research; Medicine; Psychological intervention; Key (lock); Knowledge management; Health care; Business; Nursing; Computer science; Public health; Public relations; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.03067532,0.0004205958,0.0004533367,0.0008205168,0.004436227,0.004126574,0.001260469,0.001220428,0.003673017],"category_scores_gemma":[0.04621227,0.0004008774,0.0005411493,0.0009412595,0.002943058,0.003991984,0.01111306,0.002210138,0.0001819347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005666818,"about_ca_system_score_gemma":0.01678795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009929934,"about_ca_topic_score_gemma":0.01124133,"domain_scores_codex":[0.9722281,0.02192863,0.0008917484,0.0006199164,0.001437417,0.002894317],"domain_scores_gemma":[0.9711326,0.02244356,0.002161009,0.0006618719,0.001408527,0.002192277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000531505,0.0005786766,0.1065972,0.00314094,0.0001496296,0.003966607,0.718379,0.001260249,0.004277521,0.0207928,0.004080451,0.1362455],"study_design_scores_gemma":[0.0001060012,0.0007838566,0.04403922,0.003759173,0.0001262542,0.0009184393,0.8865661,0.002340924,0.002230835,0.009671085,0.04935775,0.0001002577],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585856,0.0009819537,0.004457566,0.02582323,0.00008045584,0.0007591243,0.0001449104,0.0000196783,0.009147571],"genre_scores_gemma":[0.9956892,0.0005513607,0.002005024,0.00096262,0.000008762535,0.0003216764,0.00002459042,0.000005897791,0.0004308214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03067532,"threshold_uncertainty_score":0.1622285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1345166512468115,"score_gpt":0.4276336557749812,"score_spread":0.2931170045281697,"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."}}