{"id":"W4287656407","doi":"10.2196/29431","title":"An mHealth-Based Health Management Information System Among Health Workers in Volta and Eastern Regions of Ghana: Pre-Post Comparison Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Environmental health; Health worker; Health management system; Business; Medicine; Geography; Health services; Nursing; Psychological intervention; Population","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":[0.002875729,0.0003296828,0.0005613963,0.0009966319,0.001135179,0.0007760046,0.0004341374,0.0007726343,0.004360736],"category_scores_gemma":[0.007054934,0.0003627494,0.000916891,0.0009415048,0.0008967078,0.00149664,0.0009036164,0.001365784,0.0005282132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474979,"about_ca_system_score_gemma":0.001074033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007833725,"about_ca_topic_score_gemma":0.009715319,"domain_scores_codex":[0.9975482,0.001000733,0.0002540729,0.0002855725,0.0003478051,0.0005635095],"domain_scores_gemma":[0.9948186,0.002016237,0.001203359,0.0002204299,0.0009150204,0.0008263037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01382007,0.02809955,0.8936738,0.0004884858,0.0003929973,0.0004040673,0.01781946,0.0003141417,0.003098347,0.0002473076,0.001032167,0.04060956],"study_design_scores_gemma":[0.0003717999,0.01861642,0.9653794,0.00004343783,0.0001190378,0.00004126732,0.01371005,0.0003980319,0.000659766,0.00004899877,0.0005883893,0.00002338964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991513,0.00003008783,0.00004771593,0.00004039127,0.000008805474,0.0002071241,0.0001259807,0.0000028026,0.0003858352],"genre_scores_gemma":[0.998814,0.00003039049,0.0001459819,0.00004466929,0.000009363316,0.0004149132,0.0001628589,0.000001949577,0.000375893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007833725,"threshold_uncertainty_score":0.01557624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667356021294169,"score_gpt":0.4120221836132189,"score_spread":0.3753486234002772,"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."}}