{"id":"W4416909477","doi":"10.2196/72029","title":"Establishing One Health Surveillance Platform for Electronic Integrated Disease Surveillance and Response in Malawi: Action Design Research Study","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Disease surveillance; Government (linguistics); Public health surveillance; Digital health; Function (biology); Key (lock); Reuse","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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0303169,0.0005824724,0.001642929,0.001403863,0.0008220986,0.0004102134,0.0004142403,0.0002050582,0.00001699799],"category_scores_gemma":[0.009891934,0.0005785077,0.0001036749,0.003155258,0.0003450415,0.0006346232,0.0002549466,0.001274322,0.000005410768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002016276,"about_ca_system_score_gemma":0.01167997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001085316,"about_ca_topic_score_gemma":0.006630168,"domain_scores_codex":[0.9874901,0.005237707,0.001557728,0.001834802,0.001019481,0.002860134],"domain_scores_gemma":[0.9908203,0.004714968,0.0004203187,0.001228487,0.0008802818,0.001935643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02196308,0.001461524,0.9032555,0.001795444,0.0001195457,0.00002971469,0.0008319436,0.00001720873,0.00003735546,0.0006799322,0.00683083,0.06297798],"study_design_scores_gemma":[0.006607872,0.00269532,0.9426821,0.0002295123,0.000001676552,0.00001282938,0.001951791,0.00375239,0.000001092067,0.0002912472,0.04134276,0.0004313635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352942,0.009669181,0.004206016,0.03939359,0.0002839347,0.01012458,0.0005358618,0.0003975725,0.00009508157],"genre_scores_gemma":[0.9913651,0.003126887,0.0004530445,0.002184907,0.0001225783,0.001498614,0.0006656864,0.00008471329,0.0004984397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06254661,"threshold_uncertainty_score":0.9996666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1262088032076621,"score_gpt":0.4245859513133613,"score_spread":0.2983771481056992,"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."}}