{"id":"W4288748491","doi":"10.1186/s13643-022-02021-3","title":"Paper 1: Demand-driven rapid reviews for health policy and systems decision-making: lessons from Lebanon, Ethiopia, and South Africa on researchers and policymakers’ experiences","year":2022,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Alliance for Health Policy and Systems Research; American University of Beirut; World Health Organization","keywords":"Thematic analysis; Medicine; Health policy; Public relations; Psychological intervention; Alliance; Qualitative research; Process (computing); Political science; Nursing; Public health; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.005493295,0.0003334024,0.002251679,0.0001919898,0.0006116879,0.0001005826,0.0001844528,0.00007750757,0.00004491408],"category_scores_gemma":[0.002541564,0.0002009818,0.0001405436,0.0002910552,0.0001047253,0.00007267621,0.000177715,0.0002894221,0.00001630674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793923,"about_ca_system_score_gemma":0.0002203563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005411945,"about_ca_topic_score_gemma":0.00002312417,"domain_scores_codex":[0.9945217,0.002161067,0.001607882,0.0006052753,0.0005750214,0.0005290411],"domain_scores_gemma":[0.9969717,0.001098325,0.000823574,0.0005683564,0.00005589561,0.0004821658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008558028,0.0003526849,0.002202458,0.5697224,0.0004045396,0.00004824082,0.3154027,0.000008467644,0.0001413126,0.02301152,0.05431475,0.03353513],"study_design_scores_gemma":[0.002249926,0.002197807,0.001923142,0.08643201,0.0002237213,0.0003625099,0.0387736,0.0004434416,0.000001001058,0.001162543,0.8656948,0.0005355506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1345481,0.802175,0.0004680853,0.0232158,0.00055053,0.03728701,0.0002534943,0.00008349914,0.001418474],"genre_scores_gemma":[0.9314455,0.05156397,0.001627674,0.008708739,0.0004570949,0.005638929,0.00001778654,0.00005232799,0.0004879559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.81138,"threshold_uncertainty_score":0.8195802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454983902171386,"score_gpt":0.4360983497962923,"score_spread":0.2905999595791536,"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."}}