{"id":"W2143025214","doi":"10.1186/s12913-014-0524-2","title":"Regulation of medical diagnostics and medical devices in the East African community partner states","year":2014,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FP7 International Cooperation; Deutsche Gesellschaft für Internationale Zusammenarbeit; Grand Challenges Canada","keywords":"Medicine; Health administration; Health informatics; Business; Quality (philosophy); Public health; Harmonization; Desk; Health policy; Public relations; Marketing; Environmental health; Nursing; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.02769797,0.00008676664,0.0002932029,0.000125988,0.0002789524,0.00003044931,0.0004479127,0.0001381874,0.0001537432],"category_scores_gemma":[0.001437866,0.00005697099,0.00002349897,0.0004764891,0.0003835238,0.00006568353,0.0002398897,0.001367774,0.000008440751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004436191,"about_ca_system_score_gemma":0.0004868211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004617353,"about_ca_topic_score_gemma":0.01065569,"domain_scores_codex":[0.9910241,0.00504235,0.0005394073,0.0001584617,0.002764557,0.0004711249],"domain_scores_gemma":[0.9908393,0.007964623,0.00009032845,0.0003540085,0.0002145054,0.000537246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006760767,0.001236872,0.8066481,0.02260518,0.00003409197,0.0000158501,0.06587102,0.00000670725,0.00003478229,0.01214004,0.0002407788,0.09049048],"study_design_scores_gemma":[0.00123743,0.0004466247,0.8834326,0.002079438,0.000007763829,0.00002408274,0.03375201,0.06769215,0.00003122614,0.001533801,0.009694839,0.00006803287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690594,0.0008692025,0.0001174707,0.02873948,0.00002104455,0.0003735525,0.000005761516,0.00001427146,0.0007998288],"genre_scores_gemma":[0.9923389,0.001039893,0.00006804832,0.006325279,0.0001536446,0.00002287491,0.00003552416,0.000008473159,0.000007372038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09042244,"threshold_uncertainty_score":0.9599619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2133784483347822,"score_gpt":0.5329069679386383,"score_spread":0.3195285196038561,"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."}}