{"id":"W2146346454","doi":"10.1186/1478-4505-11-46","title":"Frameworks for evaluating health research capacity strengthening: a qualitative study","year":2013,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Fogarty International Center; National Institutes of Health; Wellcome Trust; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Health services research; Public health; Health administration; Qualitative research; Health policy; Social policy; Health informatics; Health economics; Medicine; Nursing; Political science; Sociology; Social science","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":"evaluation","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1946454,0.0006617302,0.001134087,0.00556828,0.01211614,0.009657343,0.003514946,0.003231311,0.003250013],"category_scores_gemma":[0.1939148,0.001155793,0.0007840291,0.006704765,0.01957393,0.01027978,0.01273797,0.004284718,0.0004321935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02601327,"about_ca_system_score_gemma":0.03161135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01342994,"about_ca_topic_score_gemma":0.01409928,"domain_scores_codex":[0.7871101,0.1893186,0.00549746,0.003129686,0.009149523,0.005794533],"domain_scores_gemma":[0.6734251,0.27312,0.01488199,0.007943721,0.02323128,0.007397923],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005861732,0.0001008105,0.003640349,0.001188226,0.00001523366,0.0005657342,0.9501747,0.0003603463,0.0005205089,0.01930295,0.001796495,0.02227608],"study_design_scores_gemma":[0.00002258354,0.0000603616,0.001214536,0.001539156,0.00001080469,0.0002329844,0.9672821,0.0004463852,0.0003450416,0.004796728,0.02400964,0.00003962326],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7749341,0.007232178,0.1129422,0.04656581,0.0004762122,0.01387239,0.001602025,0.0002120258,0.04216309],"genre_scores_gemma":[0.9588754,0.00186953,0.02848173,0.002418875,0.00003615589,0.006261367,0.0001685895,0.00006099587,0.001827367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8053545,"threshold_uncertainty_score":0.9931455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.977866138527211,"score_gpt":0.8441931210761097,"score_spread":0.1336730174511014,"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."}}