{"id":"W4402608066","doi":"10.2139/ssrn.4955689","title":"Dynamic Compression Modulates Anabolic and Catabolic Activity in Chondrocyte Seeded Agarose Constructs","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Anabolism; Catabolism; Agarose; Chondrocyte; Seeding; Compression (physics); Chemistry; Cell biology; Biology; Chromatography; Biochemistry; Metabolism; Materials science; Agronomy; In vitro","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":[0.0001346111,0.0003212974,0.0001842889,0.0001885016,0.0001109472,0.0002906343,0.0001698802,0.0002391333,0.001983548],"category_scores_gemma":[0.0001049547,0.00009869861,0.0001638892,0.0001963415,0.0002713897,0.0001717832,0.0001946835,0.0003610976,0.0002913992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097105,"about_ca_system_score_gemma":0.0002107412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001019887,"about_ca_topic_score_gemma":0.001521659,"domain_scores_codex":[0.9998652,0.00001326232,0.00001420449,0.00002704355,0.00004407857,0.00003616212],"domain_scores_gemma":[0.9998608,0.00004215952,0.00003190423,0.00001049155,0.00001630174,0.00003831686],"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":[0.0001302048,0.00002659152,0.00005202336,0.00002628811,0.000002449007,0.00001751256,0.00001661142,0.0000374771,0.9990778,0.00002169674,0.00001328697,0.0005779535],"study_design_scores_gemma":[0.00001002161,0.0002567347,0.001425358,0.000004731364,0.000008931333,0.00002711133,0.00002969815,0.0002635848,0.9975296,0.00001275032,0.0004286033,0.000003047134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969862,0.0005987518,0.0009083441,0.00003674267,0.00002225304,0.00001393191,0.000202055,0.00003057611,0.001201069],"genre_scores_gemma":[0.9947449,0.0004618285,0.0008997446,0.00003168111,0.000006403604,0.00002481056,0.0003528399,0.00002077332,0.003457038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001983548,"threshold_uncertainty_score":0.006635666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009464322679221749,"score_gpt":0.2391806665676332,"score_spread":0.2297163438884114,"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."}}