{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001161258,0.0001383967,0.0001284179,0.0004238092,0.0001255005,0.0002290941,0.00009420166,0.0003432607,0.0004652632],"category_scores_gemma":[0.0002891945,0.00009687972,0.0001351234,0.0001607002,0.0001572217,0.0002049819,0.0001863437,0.0003542121,0.0001039937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411748,"about_ca_system_score_gemma":0.00009790016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006168642,"about_ca_topic_score_gemma":0.0003609551,"domain_scores_codex":[0.9999267,0.000007746883,0.000005744929,0.00002215642,0.00002322199,0.00001447319],"domain_scores_gemma":[0.9998513,0.00003877652,0.00005561614,0.00001216163,0.00002127572,0.00002072337],"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":[0.0000291186,0.000006752013,0.002000004,0.00001222489,0.000002908927,0.0000541333,0.00003227358,0.00004824316,0.9961625,0.00005170107,0.00001816009,0.001581945],"study_design_scores_gemma":[0.000007540356,0.0004072845,0.13041,0.00002217211,0.00003482196,0.001861253,0.0002076432,0.00986937,0.8552274,0.0003070215,0.001619713,0.00002578611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929371,0.0007128507,0.005710204,0.00007266428,0.00001376181,0.00000782462,0.00009426722,0.00006642364,0.0003848375],"genre_scores_gemma":[0.995657,0.0003137965,0.003451334,0.00003929516,0.000005886423,0.00001181883,0.0000856845,0.00001326901,0.0004219245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006168642,"threshold_uncertainty_score":0.001556516,"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."}}