{"id":"W2890740440","doi":"10.1007/s10439-018-02123-x","title":"Stochastic Resonance with Dynamic Compression Improves the Growth of Adult Chondrocytes in Agarose Gel Constructs","year":2018,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cartilage; Stimulation; Matrix (chemical analysis); Tissue engineering; Materials science; Biomedical engineering; Chemistry; Neuroscience; Biology; Anatomy; Medicine; Composite material","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":[0.00008872103,0.0001238953,0.0002853783,0.0001282603,0.00001920918,0.000003187823,0.00008843958,0.00007346547,0.00001018808],"category_scores_gemma":[0.0001790456,0.00007566101,0.00004080451,0.0002615163,0.0003087051,0.00004621049,0.00003345194,0.0001176124,0.000001850072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009326533,"about_ca_system_score_gemma":0.00004736032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002484311,"about_ca_topic_score_gemma":0.00001040076,"domain_scores_codex":[0.999097,0.000009826073,0.0002553741,0.000148712,0.0002709368,0.0002181692],"domain_scores_gemma":[0.9994179,0.00009264027,0.00007421007,0.0001660827,0.0001514036,0.00009777415],"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":[0.001018586,0.0004273264,0.0005246788,0.0005870957,0.00009527201,0.00008338674,0.0009214375,0.0000199533,0.9126632,0.002347009,0.0001136817,0.08119841],"study_design_scores_gemma":[0.01362298,0.01422564,0.02654313,0.01136001,0.0001440046,0.0002815056,0.0004514019,0.05491427,0.8769991,0.0004886769,0.000419946,0.0005493676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996767,0.0008868756,0.001443174,0.0004550876,0.0001137403,0.0002471744,0.00001549886,0.00002671383,0.00004466963],"genre_scores_gemma":[0.9981199,0.00006863161,0.001614505,0.00008325005,0.00004912857,0.00001267374,0.00001218193,0.00001474953,0.00002498983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08064904,"threshold_uncertainty_score":0.3085366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00888075963174718,"score_gpt":0.2505235627259582,"score_spread":0.241642803094211,"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."}}