{"id":"W4413596081","doi":"10.64628/aam.cu5ndfwgv","title":"Long-acting injectable PrEP is a big step forward in HIV prevention","year":2022,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Victoria; Western University","funders":"","keywords":"Human immunodeficiency virus (HIV); Pre-exposure prophylaxis; Medicine; Virology; Men who have sex with men","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":[0.01287048,0.0009590636,0.001757365,0.0008617431,0.001087751,0.005770926,0.001127987,0.003975131,0.08567019],"category_scores_gemma":[0.03296933,0.0004214039,0.001583233,0.001153361,0.001213809,0.009528469,0.002111468,0.005385812,0.02234806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877067,"about_ca_system_score_gemma":0.007151373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389395,"about_ca_topic_score_gemma":0.004404292,"domain_scores_codex":[0.995756,0.00260275,0.0002105536,0.0002213745,0.0009371685,0.000272182],"domain_scores_gemma":[0.9677036,0.02140274,0.001262639,0.002098496,0.004192596,0.00334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007768321,0.0003824488,0.002394173,0.001896787,0.0002350711,0.0001135588,0.0001232558,0.0005050002,0.0003370534,0.02976406,0.4564989,0.5069729],"study_design_scores_gemma":[0.0004726839,0.0006432431,0.01414006,0.00685051,0.0006534812,0.000553475,0.0008930087,0.002530804,0.001458523,0.2420273,0.7296457,0.000131122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00565073,0.1650412,0.01458082,0.6897646,0.05340991,0.0001551383,0.004532797,0.001853213,0.06501168],"genre_scores_gemma":[0.1528647,0.3335522,0.1010043,0.2115505,0.1114654,0.0004627036,0.008694328,0.002183821,0.07822196],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08567019,"threshold_uncertainty_score":0.2865953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404202037428368,"score_gpt":0.3769215078708818,"score_spread":0.3228794874965981,"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."}}