{"id":"W2094828989","doi":"10.1016/j.biomaterials.2012.11.025","title":"An airway smooth muscle cell niche under physiological pulsatile flow culture using a tubular dense collagen construct","year":2012,"lang":"en","type":"article","venue":"Biomaterials","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Christie (Canada); McGill University","funders":"Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; McGill University; CRC Health Group","keywords":"Pulsatile flow; Extracellular matrix; Laminar flow; Materials science; Shear stress; Biophysics; Biomedical engineering; Tissue engineering; Mechanotransduction; Anatomy; Cell biology; Biology; Composite material; Endocrinology; Medicine; Mechanics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002859073,0.0002324578,0.0004490666,0.0000627036,0.0001449915,0.00002222829,0.0000856513,0.0001576711,0.002038613],"category_scores_gemma":[0.00003662254,0.0001550254,0.00006513712,0.0001443525,0.0001203148,0.00007546639,0.00004145681,0.00002767897,0.00003254243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008275056,"about_ca_system_score_gemma":0.00004715498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002609375,"about_ca_topic_score_gemma":3.061058e-7,"domain_scores_codex":[0.9986959,0.0001766826,0.0002654454,0.0002478613,0.0002145384,0.0003995633],"domain_scores_gemma":[0.9992715,0.00001659124,0.0000800599,0.0003064575,0.00004728463,0.0002781662],"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":[0.00003995554,0.0001712649,0.0002081507,0.0000609467,0.00002522793,0.00002438011,0.0005271165,0.0002359692,0.9965586,0.00003292233,0.001981412,0.000134038],"study_design_scores_gemma":[0.001758634,0.0006603326,0.0162268,0.00006459009,0.0001960284,0.0001648101,0.0007784051,0.0009811813,0.9559444,0.000010474,0.02284739,0.0003669626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936769,0.003596322,0.0007099882,0.0000622438,0.001338142,0.0003581261,0.00006134664,0.0001384872,0.00005844179],"genre_scores_gemma":[0.9883429,0.00002687685,0.009355519,0.0001058522,0.001416818,0.00002057744,0.0001505731,0.00003738457,0.0005434827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04061423,"threshold_uncertainty_score":0.9988737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03765746491442939,"score_gpt":0.2991552148149817,"score_spread":0.2614977499005523,"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."}}