{"id":"W4407215755","doi":"10.1371/journal.pmed.1004525","title":"Improving monitoring of sexual, reproductive health, and rights globally","year":2025,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Reproductive health; Sexual and reproductive health and rights; Reproductive rights; Medicine; Global health; Environmental health; Public health; Population; 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":[0.0005351747,0.00006091293,0.0001982274,0.00007109872,0.0003005034,0.000007138165,0.0001024925,0.00005906899,0.00001539269],"category_scores_gemma":[0.0006701922,0.00004433855,0.000007076142,0.0003363337,0.0003487561,0.00005265028,0.00002887199,0.0001064987,0.000001321111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005175844,"about_ca_system_score_gemma":0.0001265964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008066847,"about_ca_topic_score_gemma":0.000066922,"domain_scores_codex":[0.9990837,0.00008470817,0.0001920579,0.000212204,0.0002621279,0.0001652271],"domain_scores_gemma":[0.9994676,0.0001048914,0.00009195813,0.0001401742,0.0001065902,0.00008881497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001526477,0.0003228537,0.1351675,0.0008645672,0.0005176532,0.00002056147,0.6755174,0.000004663624,0.01080267,0.02363297,0.01227341,0.1407231],"study_design_scores_gemma":[0.00414146,0.002466429,0.03010372,0.007837608,0.0005887712,0.000005118844,0.7840909,0.0001287976,0.01442357,0.0375987,0.1178559,0.0007590461],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376109,0.0218134,0.00002618781,0.01408263,0.0009488337,0.0002512259,2.989853e-7,0.00007229838,0.02519429],"genre_scores_gemma":[0.994061,0.0008510206,0.0003897332,0.0001235667,0.0007861216,0.000003371833,9.013709e-7,0.00000345827,0.003780851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399641,"threshold_uncertainty_score":0.9985385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453351736327445,"score_gpt":0.342019335363538,"score_spread":0.3174858180002635,"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."}}