{"id":"W2138939593","doi":"10.1098/rsif.2012.0016","title":"<i>In vitro</i> and <i>in silico</i> investigations of disc nucleus replacement","year":2012,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Annulus (botany); Nucleus; Biomedical engineering; Intervertebral disc; Stiffness; Fibrous joint; Anatomy; Self-healing hydrogels; Chemistry; Compression (physics); Materials science; Biophysics; Biology; Composite material; Cell biology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004343254,0.0000887896,0.0002885485,0.00002888047,0.00001957962,0.00000487699,0.0001119795,0.00006697969,0.00005143241],"category_scores_gemma":[0.0001197021,0.00005517433,0.0002221902,0.0001108624,0.0001265794,0.0001150643,0.00009324044,0.0003373701,0.000002863367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009320152,"about_ca_system_score_gemma":0.00003803518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003909981,"about_ca_topic_score_gemma":0.00000462889,"domain_scores_codex":[0.999072,0.00006087065,0.0004695935,0.00006915483,0.0001538336,0.0001745777],"domain_scores_gemma":[0.9994578,0.00001778843,0.0002501884,0.0001425512,0.00004598843,0.00008573261],"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":[0.0005531982,0.001305028,0.1713729,0.0002741274,0.0002627026,0.000008983026,0.01276338,0.0008236409,0.7112327,0.000151599,0.1006878,0.0005640096],"study_design_scores_gemma":[0.005119156,0.001044652,0.3035632,0.00103914,0.0002366241,0.0003603609,0.004969068,0.004887366,0.6726372,0.0002755737,0.005645541,0.0002220955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917452,0.001195955,0.0003383292,0.005619615,0.0002872445,0.0001096118,0.000004404712,0.000002167172,0.0006974547],"genre_scores_gemma":[0.9960307,0.0000428375,0.001461691,0.001529122,0.00008877919,0.000001660886,3.076805e-7,0.000008364076,0.0008365412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1321903,"threshold_uncertainty_score":0.2249944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538891278651269,"score_gpt":0.2841462934617838,"score_spread":0.2687573806752712,"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."}}