{"id":"W2004378568","doi":"10.1002/jbm.a.32737","title":"A cross‐linking model for estimating Young's modulus of artificial bone tissue grown on carbon nanotube scaffold","year":2010,"lang":"en","type":"article","venue":"Journal of Biomedical Materials Research Part A","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary","funders":"","keywords":"Materials science; Representative elementary volume; Modulus; Composite material; Carbon nanotube; Composite number; Scaffold; Elastic modulus; Matrix (chemical analysis); Young's modulus; Microstructure; Biomedical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005467942,0.0002678358,0.0008159638,0.0006115771,0.0001076857,0.0002063289,0.0004769705,0.0003655491,0.0002102519],"category_scores_gemma":[0.001382176,0.0002347109,0.0001078039,0.0003044755,0.0003152816,0.0001793695,0.0001071513,0.000559375,0.000016412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000963088,"about_ca_system_score_gemma":0.0001422688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002347239,"about_ca_topic_score_gemma":0.000004687569,"domain_scores_codex":[0.996004,0.00010883,0.001535287,0.0002347262,0.001333595,0.0007835997],"domain_scores_gemma":[0.9982945,0.0002787799,0.0002669078,0.0003585526,0.0004449354,0.0003562636],"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":[0.0002468418,0.0001078338,0.000002609855,0.0006259018,0.00005900485,0.0000446367,0.0002482742,0.01150316,0.9828515,0.0002549781,0.0008520714,0.003203204],"study_design_scores_gemma":[0.0006050949,0.000454797,0.00002289353,0.0004538378,0.00001900723,0.0000790441,0.000009854797,0.2601955,0.7359427,0.001197873,0.00082579,0.0001936815],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976163,0.00005781437,0.01558865,0.0001438348,0.007329752,0.0004233843,0.0001312369,0.00008445232,0.0000778265],"genre_scores_gemma":[0.960965,0.00001612143,0.03589368,0.000005181832,0.002831916,0.00005412478,0.00001516401,0.0001009647,0.00011783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486923,"threshold_uncertainty_score":0.9571231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04310028891306566,"score_gpt":0.3428833376298665,"score_spread":0.2997830487168008,"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."}}