{"id":"W4386197493","doi":"10.2196/48256","title":"Implementing Clinical Information Systems in Sub-Saharan Africa: Report and Lessons Learned From the MatLook Project in Cameroon","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hôpitaux Universitaires de Genève","keywords":"Referral; Information governance; Medicine; Information system; Promotion (chess); Quality management; Change management (ITSM); Nursing; Management information systems; Medical emergency; Business; Medical education; Operations management; Management system; Engineering","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":[0.02000475,0.001337981,0.0003140449,0.001721175,0.003991232,0.004321242,0.001220135,0.001285251,0.001742117],"category_scores_gemma":[0.0229725,0.0006091236,0.0003893983,0.002148045,0.003331893,0.002501744,0.004255373,0.001739272,0.0002350188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009994689,"about_ca_system_score_gemma":0.03124276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03725102,"about_ca_topic_score_gemma":0.04391516,"domain_scores_codex":[0.9854375,0.009399119,0.0005861248,0.0003908405,0.0009867554,0.003199662],"domain_scores_gemma":[0.9808868,0.008077762,0.002441011,0.0007011688,0.002748606,0.005144591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001548384,0.007400544,0.2855631,0.007187094,0.0001927073,0.01609609,0.322944,0.002559995,0.01209972,0.005629065,0.009766193,0.3290132],"study_design_scores_gemma":[0.000774692,0.006935162,0.4421808,0.005378046,0.0002687401,0.002164663,0.4746207,0.001774301,0.007071227,0.000796026,0.05784901,0.0001864499],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869705,0.001644013,0.0007011274,0.005340849,0.00006235771,0.001655646,0.0001932895,0.0000383914,0.003393746],"genre_scores_gemma":[0.9897017,0.00294323,0.004220892,0.0009934013,0.00003011541,0.0007480754,0.0002281666,0.00002047806,0.001113903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03725102,"threshold_uncertainty_score":0.1057965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2053114403192509,"score_gpt":0.513457543216263,"score_spread":0.3081461028970122,"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."}}