{"id":"W4393965709","doi":"10.32920/25436803.v1","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","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005643531,0.0002923495,0.0005849483,0.000621811,0.00006368395,0.0009200705,0.0005500956,0.0003318079,0.0003681514],"category_scores_gemma":[0.0002613502,0.0002820803,0.0004547611,0.0002324006,0.00002217633,0.0001125863,0.0009816408,0.0002985315,0.0007680538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190175,"about_ca_system_score_gemma":0.0001051299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001351097,"about_ca_topic_score_gemma":0.00007675333,"domain_scores_codex":[0.9981621,0.00001136004,0.0006944779,0.0007019658,0.00002440819,0.0004057077],"domain_scores_gemma":[0.9990149,0.00006650054,0.0002357536,0.0004805062,0.00004489505,0.0001574982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008568743,0.0006696939,0.003639817,0.003387179,0.001364364,0.000005283928,0.002014258,0.0002779883,0.0002621889,0.1675858,0.6252539,0.1946827],"study_design_scores_gemma":[0.000654496,0.0003258924,0.001272037,0.0002222353,0.00005889947,0.000001943749,0.0001262949,0.01157932,0.000774277,0.4513724,0.5326976,0.0009146085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3206432,0.01238184,0.328225,0.1018698,0.01173429,0.02249504,0.007724629,0.001926791,0.1929994],"genre_scores_gemma":[0.3913485,0.0003396716,0.02615929,0.001160973,0.001447539,0.003150044,0.0005653005,0.0002459304,0.5755827],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3825833,"threshold_uncertainty_score":0.9999632,"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."}}