{"id":"W4414319796","doi":"10.2196/62949","title":"Development of a New Electronic Death Certificate and Death Management Module Integrated Into the Health Information System of a Tertiary Hospital in Mali: Implementation Report","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Death certificate; Information system; Health care; Hospital information system; Certificate; Management information systems; Health information technology; Health informatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003574092,0.0001572881,0.0003832472,0.0003798795,0.0003047226,0.00001198482,0.0002379304,0.0001893177,0.0000433203],"category_scores_gemma":[0.0001434101,0.000107362,0.00003306979,0.0004865245,0.00004325618,0.0003991716,0.0001741584,0.0006121558,0.00001274772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000720601,"about_ca_system_score_gemma":0.003259747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007253655,"about_ca_topic_score_gemma":0.000243301,"domain_scores_codex":[0.9948206,0.0001458682,0.0037153,0.00008622435,0.0007493738,0.0004826149],"domain_scores_gemma":[0.9979478,0.0001118013,0.001282283,0.0002745939,0.0001609236,0.0002226397],"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":[0.0001854171,0.0001065155,0.04555541,0.02433125,0.0001415949,0.000002889759,0.327003,0.00001005691,0.000001871915,0.06200663,0.007927883,0.5327275],"study_design_scores_gemma":[0.008560196,0.0005237952,0.3376046,0.01325572,0.00007895611,0.00002081261,0.4498986,0.06229146,0.0002203983,0.001269883,0.1257553,0.0005203082],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217693,0.00009435932,0.06750363,0.004353412,0.000331264,0.003236567,0.000006770835,0.0000836764,0.002620993],"genre_scores_gemma":[0.98825,0.0001622289,0.008875847,0.001947764,0.00002011892,0.0004043797,0.0002445011,0.000006194748,0.00008902192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5322072,"threshold_uncertainty_score":0.578265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284451225743327,"score_gpt":0.437767609356397,"score_spread":0.3449230970989637,"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."}}