{"id":"W2594400128","doi":"10.3390/diagnostics7010013","title":"Improving the Quality of Diagnostic Studies Evaluating Point of Care Tests for Acute HIV Infections: Problems and Recommendations","year":2017,"lang":"en","type":"article","venue":"Diagnostics","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Point-of-care testing; Medicine; Human immunodeficiency virus (HIV); Point of care; Intensive care medicine; Diagnostic test; Quality (philosophy); Population; Diagnostic accuracy; Test (biology); Medical physics; Risk analysis (engineering); Immunology; Pathology; Pediatrics; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4402092,0.00284995,0.008415424,0.0184248,0.003710127,0.01266029,0.01259596,0.01682724,0.003872653],"category_scores_gemma":[0.801836,0.003403085,0.01066995,0.01561708,0.01097138,0.01971273,0.007588577,0.01529632,0.001325631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01714591,"about_ca_system_score_gemma":0.05986738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02949637,"about_ca_topic_score_gemma":0.03676709,"domain_scores_codex":[0.4349438,0.2923484,0.2055305,0.01081838,0.05291405,0.003444795],"domain_scores_gemma":[0.07476807,0.6556746,0.06211183,0.01579313,0.1878372,0.003815077],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006286353,0.0001613887,0.008791175,0.259832,0.004537184,0.0003563153,0.006186049,0.001223978,0.0004860983,0.02148077,0.2630254,0.433291],"study_design_scores_gemma":[0.0008012071,0.0002947469,0.008132044,0.6560154,0.00701702,0.0004890302,0.003137104,0.00176802,0.0007219868,0.03656483,0.2845866,0.0004720445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00100758,0.4216524,0.01459382,0.5272982,0.0273565,0.003456837,0.001292343,0.0003144294,0.003028008],"genre_scores_gemma":[0.02912137,0.4017133,0.1976202,0.3318384,0.02381475,0.0122788,0.001411047,0.0002918255,0.001910258],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5597907,"threshold_uncertainty_score":0.6903217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070088434718842,"score_gpt":0.4414228181431817,"score_spread":0.3344139746712975,"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."}}