{"id":"W2900155956","doi":"10.1186/s12961-018-0384-z","title":"Evaluating health research priority-setting in low-income countries: a case study of health research priority-setting in Zambia","year":2018,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Global Health and Surgery","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Health services research; Context (archaeology); Health administration; Qualitative research; Public relations; Health policy; Monitoring and evaluation; Medicine; Participatory action research; Citizen journalism; Public health; Political science; Economic growth; Nursing; Sociology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"case_report","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3758399,0.0004860326,0.002615898,0.007115755,0.004226811,0.0002957354,0.0005412155,0.0004404952,0.00001642615],"category_scores_gemma":[0.03404059,0.0004632229,0.00009537499,0.009458626,0.001253422,0.0003240918,0.0008091715,0.006327272,0.00005150169],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008472275,"about_ca_system_score_gemma":0.04543702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6117054,"about_ca_topic_score_gemma":0.07436651,"domain_scores_codex":[0.9064254,0.06322613,0.006681221,0.00225541,0.01027288,0.01113901],"domain_scores_gemma":[0.9735017,0.01452151,0.000937903,0.001814095,0.005426268,0.003798489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002564328,0.003048714,0.6859099,0.07200188,0.00007014379,0.002865784,0.1622564,0.00002198697,0.00003281992,0.002519951,0.007780411,0.06092764],"study_design_scores_gemma":[0.02269604,0.05576823,0.3808593,0.05788917,0.000008405864,0.004538306,0.4393951,0.02192501,0.00001396762,0.0008367256,0.01506184,0.001007936],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434621,0.01063277,0.000005280545,0.03149232,0.0003661581,0.01336181,0.00006936834,0.00007094458,0.0005392332],"genre_scores_gemma":[0.9937665,0.002078685,0.0001908454,0.001213084,0.001665107,0.0006336413,0.00001749453,0.00009577716,0.0003389007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5373389,"threshold_uncertainty_score":0.999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4981992548987791,"score_gpt":0.6330230083153449,"score_spread":0.1348237534165658,"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."}}