{"id":"W4402636535","doi":"10.1021/acsbiomaterials.4c01271","title":"Modeling Cystic Fibrosis Chronic Infection Using Engineered Mucus-like Hydrogels","year":2024,"lang":"en","type":"article","venue":"ACS Biomaterials Science & Engineering","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Beatrice Hunter Cancer Research Institute; Cancer Research Institute","keywords":"Mucus; Self-healing hydrogels; Cystic fibrosis; Fibrosis; Materials science; Medicine; Pathology; Biomedical engineering; Biology; Internal medicine; Polymer chemistry","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":[0.0001388506,0.000239574,0.0001177185,0.0001679683,0.00009301031,0.0002826411,0.0001937888,0.0003443166,0.0003280919],"category_scores_gemma":[0.0001047463,0.0001247866,0.0001776311,0.00009220318,0.0001202002,0.0002487072,0.0002132569,0.0002846734,0.00006147237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925432,"about_ca_system_score_gemma":0.0002254531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028946,"about_ca_topic_score_gemma":0.001328848,"domain_scores_codex":[0.9999541,0.000005375332,0.000003146949,0.000009483995,0.00001708815,0.00001083637],"domain_scores_gemma":[0.9999313,0.00001789034,0.00002532925,0.000004350023,0.000006974,0.00001411024],"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":[0.00003992586,0.00004459632,0.0005339143,0.00006953219,0.000007279615,0.0001458036,0.00003166007,0.01550943,0.9810346,0.0001830815,0.0000521432,0.002348165],"study_design_scores_gemma":[0.00003281431,0.000674701,0.003538108,0.00005142353,0.00003589246,0.0003894889,0.00008104843,0.2100078,0.7816253,0.0002345071,0.003298224,0.00003066425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830215,0.0007316862,0.01502482,0.00008769678,0.00002723841,0.00005503826,0.0002017637,0.00006696409,0.0007834329],"genre_scores_gemma":[0.9852651,0.0007122926,0.01309658,0.00003313115,0.000005385669,0.00006841947,0.0001004268,0.00001140016,0.0007073357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001028946,"threshold_uncertainty_score":0.002045929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904262515765998,"score_gpt":0.3005860381393483,"score_spread":0.2815434129816883,"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."}}