{"id":"W2134323312","doi":"10.1186/1758-2652-14-39","title":"Towards targeted screening for acute HIV infections in British Columbia","year":2011,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Ottawa; University of British Columbia; BC Centre for Disease Control; Simon Fraser University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Seroconversion; Human immunodeficiency virus (HIV); Immunology; Drug resistance; Public health; Nucleic acid test; Internal medicine; Virology; Disease; Infectious disease (medical specialty); Pathology; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009596477,0.0003802894,0.0003205799,0.001548928,0.001461288,0.001595265,0.001366502,0.0006931773,0.001802892],"category_scores_gemma":[0.003605218,0.0002780707,0.0001797049,0.002000285,0.0006456265,0.0003519457,0.001006944,0.0009255207,0.0002571977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01388323,"about_ca_system_score_gemma":0.03286112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9599748,"about_ca_topic_score_gemma":0.9738693,"domain_scores_codex":[0.9989387,0.0001609586,0.00007935741,0.0001083692,0.0003523718,0.0003602821],"domain_scores_gemma":[0.9971246,0.000292998,0.0003608068,0.00005995801,0.001433331,0.0007283755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001399436,0.0001337954,0.8929729,0.0005021623,0.00003405477,0.0009593461,0.00148133,0.0009042345,0.001738305,0.0004943912,0.01558268,0.08505686],"study_design_scores_gemma":[0.00005299281,0.0001239723,0.9783657,0.0006145365,0.00004335959,0.0008740349,0.002585583,0.00181372,0.0004746769,0.0003179974,0.01470269,0.00003083617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383569,0.01672306,0.003657275,0.01386467,0.0002086952,0.0007890284,0.003382146,0.0002086946,0.0228094],"genre_scores_gemma":[0.9780542,0.006353449,0.005449441,0.005348036,0.0000564422,0.0001584509,0.001535069,0.00002267658,0.003022162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04002523,"threshold_uncertainty_score":0.1007304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415337354741675,"score_gpt":0.2815590684077799,"score_spread":0.2574056948603632,"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."}}