{"id":"W3122150435","doi":"10.21203/rs.3.rs-141322/v1","title":"Saliva-Dry LAMP: A Rapid Near-Patient Detection System for SARS-CoV-2.","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Saliva; Loop-mediated isothermal amplification; Detection limit; Reverse Transcription Loop-mediated Isothermal Amplification; Centrifuge; Reverse transcriptase; Chromatography; Chemistry; Polymerase chain reaction; DNA; Physics; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00205898,0.0004646665,0.0008728411,0.0007361376,0.0006427775,0.000584582,0.0002766197,0.0007622535,0.00003060004],"category_scores_gemma":[0.003179566,0.0004538845,0.0006279249,0.0009244725,0.0001783311,0.0001003704,0.0007691314,0.00247138,0.0001099198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434769,"about_ca_system_score_gemma":0.001197418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109071,"about_ca_topic_score_gemma":0.0002319194,"domain_scores_codex":[0.9944931,0.0007203314,0.0007950241,0.001259837,0.001683634,0.001048068],"domain_scores_gemma":[0.9950019,0.0007892499,0.0002598764,0.00130289,0.002469037,0.0001770247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009837557,0.0003706788,0.0006338101,0.01529917,0.0003827997,0.0004409199,0.001608408,0.0000213738,0.899618,0.00003819681,0.001099509,0.07950343],"study_design_scores_gemma":[0.001616483,0.001228313,0.0003563188,0.005354494,0.0001022847,0.0002175939,0.002999038,0.01171403,0.9512593,0.0000499764,0.02469622,0.0004060154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816794,0.001997045,0.00569241,0.0002510777,0.001550396,0.004648703,0.0001001124,0.0007343849,0.003346467],"genre_scores_gemma":[0.9932595,0.0000348098,0.003435921,0.0002392861,0.0009248588,0.001658425,0.0001726396,0.0001682349,0.0001063471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07909742,"threshold_uncertainty_score":0.9998299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1285450608738198,"score_gpt":0.4092992969149781,"score_spread":0.2807542360411583,"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."}}