{"id":"W2899758656","doi":"10.2140/memocs.2018.6.307","title":"A multiphysics stimulus for continuum mechanics bone remodeling","year":2018,"lang":"en","type":"article","venue":"Mathematics and Mechanics of Complex Systems","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Otto von Guericke University Magdeburg; Universität Duisburg-Essen; Freie Universität Berlin; Bilkent Üniversitesi; Centre National de la Recherche Scientifique; University of North Carolina at Chapel Hill; Universität zu Köln; Università degli Studi di Pavia; Akademie Věd České Republiky; Université de Lyon; Universität Wien; McGill University; Indian National Science Academy; Carnegie Mellon University; Universidad Rey Juan Carlos; University of Pittsburgh; Louisiana State University; Wayne State University; Vanderbilt University","keywords":"Bone remodeling; Stimulus (psychology); Multiphysics; Neuroscience; Mechanics; Chemistry; Materials science; Physics; Biology; Psychology; Thermodynamics; Cognitive psychology; Finite element method; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002177794,0.0005426172,0.000487031,0.0002962163,0.0004453557,0.001100875,0.0007632654,0.001474196,0.003767478],"category_scores_gemma":[0.000781505,0.0003289867,0.0007021878,0.0002224564,0.001019024,0.00121236,0.0008417769,0.001159634,0.0005612388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004505142,"about_ca_system_score_gemma":0.0006084545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001596886,"about_ca_topic_score_gemma":0.000777921,"domain_scores_codex":[0.9998667,0.00002873405,0.000004970414,0.00002711518,0.0000537005,0.00001859248],"domain_scores_gemma":[0.9998429,0.00005645169,0.0000259232,0.00002685794,0.00002488658,0.00002306656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006475526,0.000119639,0.001736402,0.0001901614,0.00003353808,0.0003653076,0.0001711633,0.7433531,0.03825701,0.2008265,0.001319924,0.01356253],"study_design_scores_gemma":[0.00001264595,0.00003454931,0.0008021625,0.00001808994,0.000007857927,0.0001002935,0.00002305966,0.961518,0.001201374,0.03391669,0.002348039,0.0000172246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.169031,0.003349497,0.7803977,0.005548959,0.001019596,0.000139433,0.0003733707,0.0004272082,0.03971319],"genre_scores_gemma":[0.9533114,0.001524107,0.03348547,0.0005508859,0.0002329776,0.0001922204,0.000072255,0.0001146363,0.01051602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003767478,"threshold_uncertainty_score":0.01260352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07932766850189993,"score_gpt":0.3487649877302262,"score_spread":0.2694373192283263,"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."}}