{"id":"W4231257952","doi":"10.1186/1478-4505-8-3","title":"Bridging the gaps among research, policy and practice in ten low- and middle-income countries: Development and testing of a questionnaire for health-care providers","year":2010,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Alliance for Health Policy and Systems Research; Global Development Network; McMaster University; World Health Organization","keywords":"Cronbach's alpha; Face validity; Content validity; Health services research; Health care; Health administration; Medicine; Validity; Construct validity; Nursing; Psychology; Public health; Family medicine; Psychometrics; Clinical psychology; Patient satisfaction; Political 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":[],"domain":null,"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":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09247992,0.0006757627,0.0007854968,0.003553853,0.002202831,0.002387273,0.001473576,0.001265148,0.001849341],"category_scores_gemma":[0.07873205,0.001050765,0.0008833206,0.003086866,0.002935114,0.002715806,0.004370471,0.001590664,0.0003466448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004523093,"about_ca_system_score_gemma":0.01394701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004044273,"about_ca_topic_score_gemma":0.005111466,"domain_scores_codex":[0.9651944,0.02163105,0.007058899,0.001052281,0.002882804,0.002180489],"domain_scores_gemma":[0.887719,0.06318442,0.01471605,0.005588472,0.02089923,0.007892832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004520568,0.002207214,0.7198442,0.001571967,0.0001117884,0.0005357389,0.1432566,0.0009916389,0.003296343,0.001110516,0.00313136,0.1234906],"study_design_scores_gemma":[0.0003577158,0.002816162,0.7611002,0.001329605,0.00008033285,0.0003634331,0.2157241,0.003691945,0.001849003,0.001109752,0.01146098,0.000116831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880023,0.0001868601,0.003053195,0.001276506,0.00002875519,0.005217962,0.0005575793,0.0000461724,0.001630694],"genre_scores_gemma":[0.9526334,0.0003039978,0.03451933,0.0005813129,0.0000197312,0.01074279,0.0007921273,0.00001958273,0.0003877238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09247992,"threshold_uncertainty_score":0.4890864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3812842512933673,"score_gpt":0.5958122366891259,"score_spread":0.2145279853957585,"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."}}