{"id":"W4387709431","doi":"10.1136/bmjgh-2023-012680","title":"Whose voice counts? Achieving better outcomes in global sexual and reproductive health and rights research","year":2023,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Reproductive health; Sexual and reproductive health and rights; Psychology; Public health; Global health; Reproductive rights; Political science; Medicine; Environmental health; Nursing","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":[0.001881648,0.0001681976,0.0004974802,0.00008908867,0.00027218,0.00003027653,0.00008209784,0.00008431696,0.00001036583],"category_scores_gemma":[0.0001411289,0.0001330183,0.0000222304,0.0006638777,0.0001307308,0.00007712516,0.0001561069,0.0003269352,0.0002294224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008000741,"about_ca_system_score_gemma":0.0007025937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114603,"about_ca_topic_score_gemma":0.002012342,"domain_scores_codex":[0.9972942,0.0002907091,0.000446896,0.0005841843,0.000552235,0.0008317111],"domain_scores_gemma":[0.9988427,0.00006026675,0.00009577975,0.0003137217,0.00008690198,0.0006006866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002180993,0.0001062859,0.9041755,0.0007500147,0.00002291751,0.00009870029,0.0004182233,4.981709e-7,6.946542e-7,0.003886231,0.05963734,0.03068546],"study_design_scores_gemma":[0.000901044,0.00065423,0.968356,0.0002670024,0.000003641096,0.0002030958,0.0004367024,0.00003274036,2.795632e-7,0.004571618,0.02447136,0.0001022669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077408,0.001927881,0.00000235122,0.0858077,0.0002656448,0.0009471086,0.0001347946,0.00009489209,0.00307879],"genre_scores_gemma":[0.9829119,0.0007995157,0.0004015664,0.01437656,0.0005130956,0.00002396621,0.00004331322,0.0000145537,0.0009154606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07517112,"threshold_uncertainty_score":0.9951225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06385037649637804,"score_gpt":0.4721897200541506,"score_spread":0.4083393435577726,"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."}}