{"id":"W4406558641","doi":"10.1021/acsnano.4c14927","title":"Nanoscale Viscometry Reveals an Inherent Mucus Defect in Cystic Fibrosis","year":2025,"lang":"en","type":"article","venue":"ACS Nano","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Cystic Fibrosis Canada","keywords":"Mucin; Mucus; Secretion; Biophysics; Cystic fibrosis; Macromolecule; Cell biology; Chemistry; Biochemistry; Biology; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004138386,0.0001967574,0.000451225,0.000596192,0.00007417703,0.00004383557,0.0002352793,0.0001196005,0.0001995428],"category_scores_gemma":[0.001493672,0.0001689822,0.0001086425,0.001379202,0.0001119011,0.0001758651,0.0001535748,0.0002795005,0.0001071283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002794882,"about_ca_system_score_gemma":0.0001994782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678757,"about_ca_topic_score_gemma":0.0001355754,"domain_scores_codex":[0.9980446,0.0001562707,0.0004055377,0.0004512772,0.0004206725,0.0005216292],"domain_scores_gemma":[0.9985691,0.0004543419,0.00005550166,0.0006324235,0.00009413013,0.0001945225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009039815,0.0008000522,0.2448589,0.0008587128,0.00009306753,0.000125368,0.0001674448,0.00002576215,0.7025206,0.0006203512,0.007838805,0.04118698],"study_design_scores_gemma":[0.007049484,0.002691997,0.718021,0.00387894,0.0001917595,0.00006234909,0.0004243314,0.0002686347,0.2139731,0.004353465,0.04842968,0.0006552701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915144,0.003195647,0.0003203052,0.0005654825,0.0002079659,0.0007151836,0.00002285038,0.00008758331,0.003370614],"genre_scores_gemma":[0.9923602,0.0001127509,0.003385379,0.0003207194,0.00006073024,0.0001574195,0.00003848492,0.00002421655,0.003540122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4885475,"threshold_uncertainty_score":0.6890895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147118784065435,"score_gpt":0.3333088240506574,"score_spread":0.3185969456441139,"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."}}