{"id":"W4407753255","doi":"10.3233/shti250018","title":"Improving Sustainability of Pharmacy Level Digital Health Interventions in Africa","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainability; Pharmacy; Business; Psychological intervention; Digital health; Healthcare system; Service model; Health care; Service (business); Community pharmacy; Process management; Medicine; Nursing; Marketing; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008258954,0.0001407995,0.0004621576,0.001544078,0.0001585256,0.00003945552,0.0001988388,0.00006306976,0.000001205926],"category_scores_gemma":[0.001833655,0.0001381503,0.00004158087,0.00195022,0.0004632077,0.001169256,0.0007201036,0.0003195068,0.000002073589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003129026,"about_ca_system_score_gemma":0.0001622398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002664333,"about_ca_topic_score_gemma":0.0003015645,"domain_scores_codex":[0.9980773,0.000005853346,0.001282826,0.0001304634,0.00007617073,0.0004273476],"domain_scores_gemma":[0.9989946,0.00007331824,0.0005757555,0.0001755658,0.0001738691,0.000006872745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004088763,0.0002315243,0.303041,0.04366438,0.00003135751,0.000002555701,0.001660189,0.00002908289,3.337216e-7,0.331903,0.00177433,0.3176214],"study_design_scores_gemma":[0.007189631,0.0004886613,0.07328796,0.0127943,0.0000320487,0.00001335783,0.1817514,0.02254646,0.00004552774,0.5534698,0.1472869,0.001094038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861804,0.02747924,0.01780905,0.04465726,0.001188192,0.003441978,0.00006718479,0.0005723562,0.01860434],"genre_scores_gemma":[0.9985195,0.0003728919,0.0004397172,0.0004815377,0.000009054653,0.00005086191,0.00000426486,0.000005147298,0.0001170306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3165274,"threshold_uncertainty_score":0.5633605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06891507764342525,"score_gpt":0.3693662764223842,"score_spread":0.3004511987789589,"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."}}