{"id":"W3023820011","doi":"10.2196/12636","title":"Programmatic Mapping: Providing Evidence for High Impact HIV Prevention Programs for Female Sex Workers","year":2019,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Sex work and related issues","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Scale (ratio); Plan (archaeology); Process (computing); Work (physics); Service (business); Computer science; Business; Environmental health; Risk analysis (engineering); Medicine; Geography; Engineering; Cartography; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09919533,0.00115159,0.001017589,0.006526957,0.001511724,0.003644255,0.003375172,0.001851722,0.008567718],"category_scores_gemma":[0.2230093,0.0008191695,0.001540157,0.00676519,0.001826323,0.006002981,0.007189107,0.002657358,0.0005680331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004448397,"about_ca_system_score_gemma":0.02738615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01622168,"about_ca_topic_score_gemma":0.02016131,"domain_scores_codex":[0.9306344,0.05518549,0.003740721,0.001965129,0.006801218,0.001673182],"domain_scores_gemma":[0.7849849,0.1655385,0.0123786,0.01409479,0.02063457,0.002368592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009525827,0.001225812,0.09051163,0.03532141,0.001677666,0.0004478969,0.009872404,0.002302566,0.000692467,0.01534247,0.0139958,0.8276574],"study_design_scores_gemma":[0.003689128,0.01262782,0.4556106,0.1854053,0.00965944,0.001516569,0.05380905,0.009645821,0.006798114,0.05622203,0.2046056,0.0004105004],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4987154,0.07641958,0.1069099,0.1169732,0.002804663,0.02489789,0.02202866,0.001308769,0.1499419],"genre_scores_gemma":[0.833272,0.02187512,0.1248802,0.00705963,0.0003323987,0.007190439,0.003964628,0.0001345497,0.001291069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09919533,"threshold_uncertainty_score":0.5246013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09857210497238153,"score_gpt":0.4034923046868894,"score_spread":0.3049201997145079,"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."}}