{"id":"W4405100322","doi":"10.2139/ssrn.5045659","title":"From Fluctuations to Stability: In-Situ Chondrocyte Response to Cyclic Compressive Loading","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Calgary","funders":"","keywords":"In situ; Materials science; Structural engineering; Composite material; Physics; Engineering","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":[0.0002169727,0.0002719041,0.0004296504,0.000215955,0.0002722556,0.0007201188,0.0003082893,0.0004659309,0.003523318],"category_scores_gemma":[0.000592333,0.0001942548,0.0002083925,0.0002407099,0.0007405586,0.0004133169,0.0003235151,0.0006667293,0.0002731148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690699,"about_ca_system_score_gemma":0.000247535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046933,"about_ca_topic_score_gemma":0.001226389,"domain_scores_codex":[0.9997997,0.000023977,0.00001186666,0.00003612638,0.00006745268,0.00006086094],"domain_scores_gemma":[0.9997136,0.0001103346,0.00004141364,0.0000300664,0.00005232574,0.00005224461],"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":[0.0004354187,0.00006183736,0.0003689062,0.00005770823,0.00000781668,0.0001091263,0.00009818195,0.0006574861,0.9948636,0.0001207474,0.0001043279,0.003114925],"study_design_scores_gemma":[0.00005833063,0.001127065,0.02217806,0.00001809539,0.00003615181,0.0003374642,0.0005302708,0.02092203,0.9528233,0.001018354,0.0009083383,0.00004250136],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934605,0.0006186053,0.004146234,0.0001910649,0.00007796086,0.00001955154,0.0001966558,0.00005569842,0.001233661],"genre_scores_gemma":[0.9984924,0.0001880178,0.0004773608,0.00005682919,0.00001804037,0.00001221864,0.00006861123,0.00002126211,0.0006652708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003523318,"threshold_uncertainty_score":0.0117867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600380266906583,"score_gpt":0.2892896322368155,"score_spread":0.2732858295677497,"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."}}