{"id":"W3100938527","doi":"10.3791/61949","title":"Nasal Brushing Sampling and Processing using Digital High Speed Ciliary Videomicroscopy – Adaptation for the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Primary ciliary dyskinesia; Medicine; Pandemic; Pathology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Lung; Disease; Internal medicine; Bronchiectasis","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":[0.0005266854,0.0001803046,0.000430417,0.0001086813,0.0002944469,0.0002883982,0.0001463908,0.00006253448,0.00002989335],"category_scores_gemma":[0.003651798,0.0001276137,0.0001164798,0.0001855152,0.0001098692,0.0006599189,0.00008072685,0.000264049,0.000001780668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297439,"about_ca_system_score_gemma":0.0005398256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003601913,"about_ca_topic_score_gemma":0.000001063037,"domain_scores_codex":[0.9981964,0.0000570266,0.0006336932,0.0002220597,0.0005956289,0.0002951392],"domain_scores_gemma":[0.9979944,0.0007394565,0.0004780739,0.00009650681,0.0002395245,0.0004520657],"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":[0.005686273,0.0000818848,0.005269501,0.0002602842,0.0001437886,0.00001310116,0.005000984,0.0007395557,0.9778234,0.000008038359,0.0001782122,0.004795022],"study_design_scores_gemma":[0.1095179,0.009399547,0.007896349,0.005946238,0.001851622,0.005891765,0.05301766,0.3174548,0.3613803,0.002288813,0.1227596,0.002595267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7165195,0.00359787,0.2783733,0.0009003817,0.0001159659,0.0004460425,0.00001966629,0.00002373338,0.000003500267],"genre_scores_gemma":[0.9214432,0.0001324286,0.07666209,0.001228314,0.0004580974,0.000005450795,0.00001686353,0.00003972424,0.00001383016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.616443,"threshold_uncertainty_score":0.5203936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381508923077519,"score_gpt":0.5285060050533708,"score_spread":0.2903551127456188,"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."}}