{"id":"W7086607471","doi":"","title":"Development of a high-sensitivity and short-duration fluorescence in situ hybridization method for viral mRNA detection in HEK 293T cells","year":2022,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (UWA)","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"HEK 293 cells; Transfection; RNA; Virus; In situ hybridization; RNA extraction; Antibody; Messenger RNA; Coronavirus","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":[],"consensus_categories":[],"category_scores_codex":[0.002376159,0.0001025765,0.0002232763,0.000433785,0.0003942005,0.00003237862,0.00003451293,0.0000620524,0.000001156042],"category_scores_gemma":[0.0002731552,0.00009953169,0.00002599979,0.0004039529,0.00007037825,0.0001094308,0.0001038965,0.0003620629,2.240325e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205263,"about_ca_system_score_gemma":0.0001778643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003848919,"about_ca_topic_score_gemma":0.00004664369,"domain_scores_codex":[0.9980757,0.0004790636,0.0004015413,0.000357584,0.0004383203,0.0002477968],"domain_scores_gemma":[0.999261,0.0003047908,0.00008418874,0.0001181995,0.000179709,0.00005213546],"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":[0.0003824842,0.000107794,0.002570286,0.0002399059,0.00001107703,0.00004572995,0.0009034367,0.00001809547,0.9584721,0.00003535536,0.000008801016,0.03720488],"study_design_scores_gemma":[0.0007491649,0.0003164791,0.02319997,0.00009527886,0.000008137293,0.0001118665,0.000914065,0.02341036,0.9509005,0.00004198151,0.000160696,0.000091497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944854,0.00009397297,0.004109564,0.00006168215,0.0001284227,0.0009915836,0.000003346899,0.00002410343,0.0001018801],"genre_scores_gemma":[0.9817457,0.000009644652,0.017856,0.00001888371,0.00006297846,0.0002230542,0.000009774013,0.00001493035,0.00005909503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03711338,"threshold_uncertainty_score":0.4058784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05170075720085789,"score_gpt":0.3508320061449071,"score_spread":0.2991312489440492,"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."}}