{"id":"W4408517967","doi":"10.2196/57545","title":"Empowering Community Health Workers With Scripted Medicine: Design Science Research Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Medicine; Computer science; World Wide Web","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":[0.06826346,0.0009889262,0.0009466143,0.00208034,0.002656163,0.003664971,0.002015847,0.002089235,0.003568348],"category_scores_gemma":[0.07400963,0.0007103711,0.001184718,0.001493944,0.00395168,0.00218654,0.002355237,0.002000803,0.0003966213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00461721,"about_ca_system_score_gemma":0.01134832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113175,"about_ca_topic_score_gemma":0.002115269,"domain_scores_codex":[0.9294186,0.06116084,0.002625238,0.002584719,0.002488967,0.001721659],"domain_scores_gemma":[0.8127939,0.1609233,0.007474903,0.006342456,0.009994802,0.002470762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005686402,0.05695958,0.06591993,0.024476,0.0009601686,0.002283611,0.3203482,0.01508305,0.01309295,0.05382357,0.004506909,0.4368597],"study_design_scores_gemma":[0.01834895,0.1974083,0.05787507,0.0189855,0.002925663,0.001666633,0.3945183,0.05183734,0.03403889,0.108066,0.1136229,0.0007064404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8003567,0.00159028,0.1113152,0.001755391,0.0002525504,0.0753572,0.0004012749,0.0001342325,0.008837091],"genre_scores_gemma":[0.7322565,0.0009574366,0.1834125,0.001403896,0.00009692388,0.08026987,0.0001477913,0.00002786126,0.001427246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06826346,"threshold_uncertainty_score":0.361016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2221178621315462,"score_gpt":0.4759397953429474,"score_spread":0.2538219332114012,"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."}}