{"id":"W4416138511","doi":"10.1002/ppul.71378","title":"Home Microbiological Sampling in a Pediatric Cystic Fibrosis Population: Pandemic Implementation and Ongoing Use","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; BC Children's Hospital; University of British Columbia","funders":"BC Children's Hospital","keywords":"Cystic fibrosis; Pandemic; Sampling (signal processing); Prospective cohort study; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":[],"consensus_categories":[],"category_scores_codex":[0.00356524,0.000273953,0.0003272824,0.001326582,0.0005379641,0.0009964268,0.0007281083,0.0005227448,0.0009168063],"category_scores_gemma":[0.008166918,0.0003223578,0.0003260069,0.001795829,0.0008593521,0.001008447,0.0009169351,0.0006880256,0.0001438171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007655935,"about_ca_system_score_gemma":0.0008741816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00514677,"about_ca_topic_score_gemma":0.00488688,"domain_scores_codex":[0.9971682,0.0009313212,0.000295673,0.0005100184,0.0007884943,0.0003063478],"domain_scores_gemma":[0.9920459,0.001564387,0.004922142,0.000409572,0.0006252605,0.0004327935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002771469,0.0000149903,0.9972567,0.00001530237,0.000007399621,0.0001277395,0.0001688593,0.00001501634,0.00008861016,0.000008207649,0.00005826656,0.002211282],"study_design_scores_gemma":[0.000002855492,0.0001720358,0.996825,0.00004260576,0.0000110832,0.00120709,0.001256013,0.0001492942,0.0001358592,0.00001469562,0.0001794849,0.000003944049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986293,0.0006777986,0.0001507521,0.00009321928,0.000005491821,0.00001516572,0.0001563388,0.000006829059,0.0002651413],"genre_scores_gemma":[0.9988998,0.0005734669,0.0002704615,0.00004079756,0.0000133371,0.00001389264,0.0001647023,0.000002824961,0.00002068737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00514677,"threshold_uncertainty_score":0.01885498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893499271340549,"score_gpt":0.3529904435239829,"score_spread":0.3240554508105774,"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."}}