{"id":"W2049447619","doi":"10.1016/j.actbio.2012.05.032","title":"Functionalization of dynamic culture surfaces with a cartilage extracellular matrix extract enhances chondrocyte phenotype against dedifferentiation","year":2012,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; Canadian Institutes of Health Research","keywords":"Chondrocyte; Extracellular matrix; Surface modification; Cartilage; Type II collagen; Cell biology; Glycosaminoglycan; Type I collagen; Materials science; Cell culture; Chemistry; Biology; Anatomy; Biochemistry; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.0000925704,0.0002001183,0.0002758552,0.00007854103,0.00007012881,0.00002994913,0.00004804912,0.0001330733,0.0003147148],"category_scores_gemma":[0.00001016044,0.0001449019,0.00005701953,0.000120326,0.00004154096,0.0003390955,0.0000146449,0.00003258879,0.00003544259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000520667,"about_ca_system_score_gemma":0.0000343198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009274376,"about_ca_topic_score_gemma":0.00002058109,"domain_scores_codex":[0.9989768,0.00004137393,0.0002660282,0.0001911428,0.0002711038,0.0002535442],"domain_scores_gemma":[0.9993897,0.000007913477,0.0002151276,0.0001899567,0.00009608969,0.0001012016],"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":[0.0004932615,0.0002218353,0.001698047,0.0001288099,0.00004950152,0.000005395337,0.0005820543,4.025152e-7,0.9957753,0.00009142653,0.0001030591,0.0008508599],"study_design_scores_gemma":[0.001968512,0.0007795589,0.005793015,0.0001809739,0.0002898484,0.00002826186,0.0001723581,0.00003883036,0.9874973,0.00001860038,0.00304834,0.0001844091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995338,0.002511394,0.0003291973,0.00003575881,0.001133245,0.0004027738,0.00006086138,0.00008513554,0.0001036923],"genre_scores_gemma":[0.9945274,0.0001394507,0.001344532,0.0000111138,0.0001631802,0.00002464647,0.001424471,0.00002938687,0.002335815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008278054,"threshold_uncertainty_score":0.5908928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009061662161006024,"score_gpt":0.2473749169796409,"score_spread":0.2383132548186349,"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."}}