{"id":"W2158181183","doi":"","title":"Incentives for Optimal Allocation of HIV Prevention Resources","year":2010,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incentive; Business; Human immunodeficiency virus (HIV); Resource allocation; Computer science; Risk analysis (engineering); Operations management; Economics; Microeconomics; Medicine; Computer network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008424123,0.0005611717,0.00133567,0.0009545225,0.000720474,0.00385826,0.001355757,0.003027777,0.0228899],"category_scores_gemma":[0.04779182,0.001015745,0.0004126071,0.0008494346,0.001270519,0.003019268,0.002212934,0.002274114,0.001381987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003671864,"about_ca_system_score_gemma":0.00582259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002879827,"about_ca_topic_score_gemma":0.002896194,"domain_scores_codex":[0.9948668,0.003428229,0.0002044003,0.0003116654,0.0003845598,0.0008042532],"domain_scores_gemma":[0.9780026,0.01681446,0.001908477,0.0006519732,0.0009843846,0.001638057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001594483,0.0007965101,0.005707036,0.0006309843,0.0001395506,0.0002804431,0.0007295594,0.2035211,0.00246062,0.6750183,0.02319261,0.08592882],"study_design_scores_gemma":[0.0007838518,0.0003287375,0.007745172,0.0002104108,0.00006582541,0.0001168204,0.000755436,0.3002701,0.0007489902,0.6765327,0.01237946,0.00006241694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4678541,0.002823085,0.2261929,0.02980042,0.0006626321,0.00213152,0.002216033,0.0005915595,0.2677277],"genre_scores_gemma":[0.9707769,0.000608582,0.01761961,0.0005650237,0.0001060387,0.0003862921,0.00009422218,0.00004366562,0.009799594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0228899,"threshold_uncertainty_score":0.07657439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08575552237472657,"score_gpt":0.3042370539955906,"score_spread":0.2184815316208641,"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."}}