{"id":"W4410276784","doi":"10.1164/ajrccm.2025.211.abstracts.a7748","title":"Multi-material 3D Bioprinting of Complex Constructs for In-vitro Mechanobiology Studies in Pulmonary Fibrosis","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Mechanobiology; In vitro; Pulmonary fibrosis; Fibrosis; Pathology; Anatomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004520676,0.0003597226,0.0002238347,0.0002579474,0.0001289256,0.000277957,0.0001888592,0.0004491347,0.0006347371],"category_scores_gemma":[0.0002368538,0.0002003632,0.0003007924,0.0001676149,0.0002377939,0.0002196592,0.0002202531,0.0004462852,0.0002134719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002464527,"about_ca_system_score_gemma":0.00008662537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003023763,"about_ca_topic_score_gemma":0.0007471948,"domain_scores_codex":[0.9997836,0.00003357989,0.00002547325,0.0000500231,0.00006966306,0.00003764831],"domain_scores_gemma":[0.9996419,0.0001523946,0.0001029605,0.00004470444,0.00003358287,0.00002448765],"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":[0.000007470624,0.00001130177,0.00004659732,0.00001947358,0.00000119975,0.00002578793,0.00001641162,0.0001828466,0.9992728,0.00002025212,0.000004838486,0.0003909465],"study_design_scores_gemma":[0.000002330822,0.00006401906,0.001378466,0.000004146652,0.000005094758,0.00005974059,0.00001449382,0.001898201,0.9960124,0.00001420416,0.000542194,0.00000466387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96906,0.0009400367,0.0283819,0.00004252786,0.00003508731,0.00009050445,0.0002381171,0.0001826797,0.001029234],"genre_scores_gemma":[0.9550586,0.0005465253,0.04267289,0.00003478174,0.000006602711,0.000147181,0.0002065314,0.00005277835,0.00127416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006347371,"threshold_uncertainty_score":0.002390802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05317264466667671,"score_gpt":0.3799939104617536,"score_spread":0.3268212657950769,"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."}}