{"id":"W2555254769","doi":"10.1093/ije/dyw137","title":"Commentary: Increasing uptake of HIV testing: gifts are good but more is needed","year":2016,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Precision Nanosystems (Canada)","funders":"World Health Organization","keywords":"Human immunodeficiency virus (HIV); Medicine; Virology","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":[0.009710928,0.001249051,0.002852062,0.0009288874,0.007653345,0.005643185,0.004477817,0.1224834,0.01300618],"category_scores_gemma":[0.09115296,0.001315443,0.001892485,0.001272702,0.005494416,0.006705826,0.003050757,0.08940804,0.009736899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007577901,"about_ca_system_score_gemma":0.01530461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143088,"about_ca_topic_score_gemma":0.01601658,"domain_scores_codex":[0.9873621,0.004462,0.001640271,0.001528363,0.003428183,0.00157903],"domain_scores_gemma":[0.9448154,0.03456809,0.004731514,0.0009529105,0.007163639,0.007768463],"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":[0.00005437413,0.00002863078,0.0003679694,0.00008981757,0.00002161239,0.0005168343,0.0002645622,0.00003845341,0.00007101748,0.001664098,0.9925559,0.004326824],"study_design_scores_gemma":[0.0003057942,0.0001471109,0.001728772,0.00167666,0.0001280771,0.001865046,0.001284477,0.0005497442,0.0003885634,0.0112118,0.9805459,0.0001679664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001195831,0.0003080591,0.00002308199,0.98883,0.01006344,0.000004534277,0.00002487027,0.000009070945,0.0006173268],"genre_scores_gemma":[0.001332314,0.0002648731,0.00007241975,0.9763862,0.02025621,0.00001966349,0.00001110904,0.00001209739,0.001645006],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1224834,"threshold_uncertainty_score":0.05498177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064175781560714,"score_gpt":0.4053631562662098,"score_spread":0.2989455781101383,"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."}}