{"id":"W2164335200","doi":"10.1186/1471-2458-9-s1-s8","title":"Recommendations for increasing the use of HIV/AIDS resource allocation models","year":2009,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Resource allocation; Management science; Resource (disambiguation); Decision aids; Computer science; Risk analysis (engineering); Human immunodeficiency virus (HIV); Realm; Knowledge management; Order (exchange); Key (lock); Medicine; Business; Economics; Political science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1241337,0.003632975,0.002050856,0.01015985,0.002585876,0.01291842,0.01132167,0.01443166,0.03926652],"category_scores_gemma":[0.3179055,0.002841054,0.004391867,0.008141399,0.002915807,0.01958835,0.008905595,0.01666555,0.01318998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01058181,"about_ca_system_score_gemma":0.03672477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03125134,"about_ca_topic_score_gemma":0.03976024,"domain_scores_codex":[0.8998182,0.07971054,0.006368222,0.00149225,0.01057732,0.002033328],"domain_scores_gemma":[0.5846685,0.2476586,0.01256977,0.0230148,0.1183155,0.01377281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003409841,0.00178869,0.004313034,0.006215901,0.0003068196,0.0007034069,0.003987604,0.03824762,0.001082376,0.04733929,0.6113802,0.2842942],"study_design_scores_gemma":[0.001013057,0.0002800165,0.003296719,0.03352952,0.0004713538,0.000472392,0.01197493,0.04595779,0.002026225,0.1265934,0.7737689,0.000615693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005528073,0.007972251,0.1660137,0.738632,0.007856152,0.005830363,0.002438491,0.004499037,0.06122991],"genre_scores_gemma":[0.03623145,0.01518843,0.8758965,0.04406013,0.002031983,0.007476351,0.002432056,0.0009953277,0.0156878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1241337,"threshold_uncertainty_score":0.6564894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466878160552849,"score_gpt":0.3612263245742136,"score_spread":0.2145385085189286,"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."}}