{"id":"W2282245989","doi":"10.1089/aid.2014.5437.abstract","title":"Fair Subject Selection and HIV Vaccine Efficacy Trials: Canada's Global and Domestic Responsibilities","year":2014,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"HIV vaccine; Subject (documents); Human immunodeficiency virus (HIV); Vaccine trial; Clinical trial; Selection (genetic algorithm); Political science; Medicine; Virology; Library science; Internal medicine; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005404262,0.0001417485,0.0003805286,0.0001729078,0.001692694,0.0003808969,0.0001434987,0.00009574864,0.0001313606],"category_scores_gemma":[0.008478861,0.0001223396,0.00003039364,0.0003811387,0.0001293387,0.0002462562,0.000104844,0.000253366,0.000003280263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002135039,"about_ca_system_score_gemma":0.000697305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3213468,"about_ca_topic_score_gemma":0.8020437,"domain_scores_codex":[0.9964998,0.001613393,0.0002972099,0.0004024789,0.0005917541,0.0005954116],"domain_scores_gemma":[0.9965129,0.002656751,0.00006396871,0.0001639215,0.0002637417,0.0003386927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005373148,0.00005495074,0.8741897,0.00007990319,0.00004962432,0.00001447088,0.001401405,4.165118e-7,0.000276764,0.1011788,0.01198335,0.01023325],"study_design_scores_gemma":[0.001641513,0.00148041,0.9307475,0.00006166834,0.0000293485,0.000008071766,0.002395667,0.000004619867,0.00009204215,0.02521606,0.03809181,0.0002312918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946119,0.001411274,0.00002016556,0.0009487391,0.00005190438,0.0003280306,0.0000183122,0.00004558826,0.002564139],"genre_scores_gemma":[0.9970819,0.0005777361,0.0000565566,0.00008794075,0.0004491068,0.00001232652,0.000003448952,0.00001015482,0.001720789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4806969,"threshold_uncertainty_score":0.9998732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08131431093634088,"score_gpt":0.4151132546902798,"score_spread":0.3337989437539389,"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."}}