{"id":"W4393965822","doi":"10.32920/25436803","title":"Need for improved access to HIV prevention programmes","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Human immunodeficiency virus (HIV); Business; Virology; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003920134,0.0003866547,0.0007473921,0.001187128,0.001129263,0.004041736,0.001604654,0.004367936,0.2378199],"category_scores_gemma":[0.01654696,0.0003269837,0.0008586752,0.00101214,0.0007770482,0.005404911,0.00427072,0.006128073,0.01805096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002798568,"about_ca_system_score_gemma":0.01243635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01134916,"about_ca_topic_score_gemma":0.01013864,"domain_scores_codex":[0.9969054,0.0009983976,0.0001196158,0.0002625113,0.0006968124,0.001017216],"domain_scores_gemma":[0.9800779,0.003613194,0.001340547,0.0007727671,0.003144158,0.01105147],"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":[0.0001572054,0.0006923646,0.01352105,0.001349647,0.00008973152,0.0004993957,0.0005519841,0.0005312159,0.0008994867,0.06477164,0.6332143,0.2837221],"study_design_scores_gemma":[0.0003194495,0.0003138718,0.05467301,0.002952089,0.00008259944,0.0009928049,0.001833985,0.001301543,0.0003272114,0.03894529,0.8981927,0.00006538149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01579626,0.01080949,0.003864747,0.8442182,0.005811582,0.0003568341,0.003529329,0.000543122,0.1150704],"genre_scores_gemma":[0.3611648,0.03195576,0.01572524,0.3687966,0.01677351,0.001343242,0.009064756,0.0004809102,0.1946951],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2378199,"threshold_uncertainty_score":0.7955868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0647784584317402,"score_gpt":0.3306075185651022,"score_spread":0.265829060133362,"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."}}