{"id":"W2744784523","doi":"10.1186/s13643-017-0552-1","title":"Challenges and opportunities in country-specific research synthesis: a case study from Cameroon","year":2017,"lang":"en","type":"letter","venue":"Systematic Reviews","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; University of Toronto; McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"University of Toronto","keywords":"Scope (computer science); Medicine; Systematic review; Quality (philosophy); Product (mathematics); Management science; Knowledge management; MEDLINE; Computer science; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06669093,0.0005433833,0.003704912,0.0007730706,0.001519547,0.0001402208,0.001036131,0.0006806208,0.0003201294],"category_scores_gemma":[0.01526473,0.0003717189,0.00008993073,0.0001830228,0.0002598294,0.000293532,0.0003911849,0.003662292,0.001104095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006790307,"about_ca_system_score_gemma":0.0009779437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008386033,"about_ca_topic_score_gemma":0.01026346,"domain_scores_codex":[0.9295263,0.06148462,0.004935645,0.00106371,0.001638612,0.001351058],"domain_scores_gemma":[0.9632086,0.02988978,0.003169751,0.003035121,0.0004318272,0.0002649903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002237497,0.00002210103,0.00008898465,0.252169,0.00003202172,0.00606646,0.07101014,2.552233e-9,2.183861e-7,0.00004339409,0.6675674,0.002997968],"study_design_scores_gemma":[0.0002880926,0.00005394146,0.0001144267,0.06768464,0.0000535687,0.0001821081,0.1160519,0.00000257424,2.600218e-8,0.00007750716,0.8152319,0.0002592781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007345325,0.1347844,0.000007541712,0.7453444,0.002101328,0.09557252,0.000474821,0.0000955366,0.0142741],"genre_scores_gemma":[0.02125949,0.3197254,0.0002939537,0.4715963,0.009533309,0.1672444,0.00007217186,0.0003469182,0.009928059],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2737481,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9450475464175729,"score_gpt":0.7003328068169791,"score_spread":0.2447147396005939,"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."}}