{"id":"W4411448232","doi":"10.1183/23120541.00028-2025","title":"Ciliated epithelial cell differentiation at air–liquid interface and respiratory syncytial virus infection using animal-free media and substrates","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Respiratory viral infections research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Biotechnology and Biological Sciences Research Council; Animal Free Research UK","keywords":"Extracellular matrix; Cell biology; Cell culture; Matrix (chemical analysis); In vitro; Cell; Medicine; Immunology; Biology; Virology; Chemistry; Biochemistry","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":[0.002561966,0.0002432335,0.0004248293,0.0009726273,0.0007906312,0.0003510028,0.0003470696,0.0002806019,0.0003287246],"category_scores_gemma":[0.00146517,0.0002205016,0.00005170886,0.001129955,0.0005550471,0.0005115052,0.002025275,0.0009885757,0.00005942797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000626838,"about_ca_system_score_gemma":0.000554056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004167724,"about_ca_topic_score_gemma":0.002105792,"domain_scores_codex":[0.996436,0.0009620395,0.0004820355,0.0007247952,0.0007762746,0.0006188772],"domain_scores_gemma":[0.9977899,0.0004933308,0.00007943975,0.0006701578,0.0006728406,0.0002943315],"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":[0.004158462,0.0002458504,0.04786472,0.0002882259,0.00007602431,0.00003269282,0.0002310574,0.00001953023,0.9438972,0.0001925412,0.001882232,0.001111503],"study_design_scores_gemma":[0.004258029,0.001898401,0.2065326,0.0003352191,0.00005738069,0.0000168623,0.0001096873,0.00162307,0.7807689,0.0002246154,0.00394207,0.0002332249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907374,0.001119491,0.0001006649,0.0004128014,0.0001672833,0.001781506,0.00003292049,0.00005894735,0.005588963],"genre_scores_gemma":[0.9975224,0.0003649666,0.00008212651,0.00009291016,0.0001441748,0.0001087589,0.00001585757,0.00003871418,0.001630058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631283,"threshold_uncertainty_score":0.8991793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1423828243161936,"score_gpt":0.4493593173548509,"score_spread":0.3069764930386573,"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."}}