{"id":"W4405765681","doi":"10.1080/14737159.2024.2403091","title":"Paving the way for quality assured, decentralised point-of-care testing for infectious disease in primary care - Real world lessons from remote Australia","year":2024,"lang":"en","type":"review","venue":"Expert Review of Molecular Diagnostics","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control","funders":"Department of Health and Aged Care, Australian Government; Australian Government","keywords":"Point-of-care testing; Pandemic; Infectious disease (medical specialty); Point of care; Medicine; Public health; Quality (philosophy); Disease; Health care; Business; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Nursing; Economic growth; Pathology","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":[0.005074755,0.0004378435,0.001078388,0.001322641,0.0003281998,0.001870391,0.00111853,0.002171576,0.00410041],"category_scores_gemma":[0.00843191,0.0002391792,0.001342065,0.001364156,0.0008375596,0.002262154,0.001182309,0.003227628,0.0008170007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072652,"about_ca_system_score_gemma":0.008234003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009467201,"about_ca_topic_score_gemma":0.01608659,"domain_scores_codex":[0.9982411,0.0007620359,0.0002227917,0.000156741,0.0004531906,0.0001642917],"domain_scores_gemma":[0.9941302,0.00337677,0.000648133,0.0001330189,0.001456073,0.0002556993],"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":[0.00009665803,0.00006481173,0.0003527595,0.076877,0.0002289368,0.0002428845,0.0004632078,0.0006425223,0.0006332973,0.01430998,0.04766493,0.858423],"study_design_scores_gemma":[0.00006568969,0.0002282319,0.002336078,0.07709645,0.0003724113,0.0007161624,0.0004625681,0.0002070831,0.0002834583,0.004955117,0.9132436,0.00003320405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001975307,0.9894475,0.0002462698,0.008384399,0.0004502418,0.00001808856,0.00003228247,0.000008482192,0.001215349],"genre_scores_gemma":[0.00300834,0.9927301,0.0007412134,0.002840783,0.0002865418,0.0000245194,0.00002628807,0.000003682214,0.0003385909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009467201,"threshold_uncertainty_score":0.02683818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046568701463566,"score_gpt":0.4436038297932138,"score_spread":0.3389469596468572,"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."}}