{"id":"W1831422975","doi":"10.1183/13993003/erj.42.suppl_57.p569","title":"Substrate stiffness and geometry differentially regulate proliferation in airway smooth muscle cells","year":2013,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Contractility; Cell growth; Cell biology; Medicine; Self-healing hydrogels; Hyperplasia; Substrate (aquarium); Biophysics; Pathology; Internal medicine; Materials science; Chemistry; Biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007525319,0.0001547174,0.000149991,0.0002156724,0.0002309157,0.0007594765,0.0001578384,0.00004423573,0.002001263],"category_scores_gemma":[0.00003531781,0.0001361666,0.00003364802,0.0001784882,0.00005291155,0.000768082,0.00005006092,0.0002245629,0.0003524126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004747452,"about_ca_system_score_gemma":0.0000521731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004395589,"about_ca_topic_score_gemma":0.00001372462,"domain_scores_codex":[0.9982018,0.0005419154,0.0004897803,0.0002541008,0.0002596825,0.0002526773],"domain_scores_gemma":[0.9992279,0.00002218153,0.0002763071,0.0001666375,0.0001317063,0.0001752942],"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":[0.00002601653,0.00005238689,0.001342415,0.00001235026,0.000001875402,0.0000411233,0.0002022016,0.00007706888,0.9857552,0.00001552725,0.0002338823,0.01223997],"study_design_scores_gemma":[0.0007028691,0.00005429262,0.9471734,0.00004230533,0.000005920628,0.00001823802,0.00007745356,0.0001701977,0.04756482,0.00002581777,0.003981492,0.0001831589],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978365,0.00005507597,0.0003505691,0.00009951395,0.0006094696,0.000200753,0.000003759515,0.00004359351,0.0008007388],"genre_scores_gemma":[0.9988593,0.00002665919,0.00007842117,0.0003018745,0.0003391888,0.000004357936,0.00000250743,0.00003006674,0.0003575851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.945831,"threshold_uncertainty_score":0.998911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550303124722788,"score_gpt":0.2210643202540094,"score_spread":0.2055612890067815,"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."}}