{"id":"W2086123291","doi":"10.1115/imece2007-43001","title":"Prediction of Biomechanical Properties of Bone Implant Scaffolds","year":2007,"lang":"en","type":"article","venue":"","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Materials science; Stress shielding; Porosity; Composite material; Stiffness; Fabrication; Scaffold; Peek; Biomedical engineering; Modulus; Implant; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003050141,0.0005769072,0.0002819134,0.0005685929,0.0001123674,0.0004551115,0.000317878,0.0009140705,0.0009318366],"category_scores_gemma":[0.001138985,0.0003296002,0.0003790388,0.0002002713,0.000220792,0.0002701418,0.0001661294,0.0001823929,0.0004335059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314056,"about_ca_system_score_gemma":0.0002263185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628023,"about_ca_topic_score_gemma":0.00123701,"domain_scores_codex":[0.9998931,0.00001761974,0.000007023149,0.00001856359,0.00004792375,0.00001581127],"domain_scores_gemma":[0.9995564,0.0002813078,0.00005378673,0.00003195163,0.00005977771,0.00001683781],"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":[0.00008641951,0.00005892613,0.003839445,0.00005223678,0.00001421926,0.00006791171,0.00001902067,0.9346372,0.04589082,0.0002714345,0.000108427,0.01495388],"study_design_scores_gemma":[0.0000025629,0.00005353209,0.001763108,0.000002933117,0.000003388815,0.00001915087,0.000005146965,0.9904252,0.007462301,0.0001503162,0.0001070934,0.000005166744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8213443,0.0003421037,0.1747803,0.00006294389,0.00002288844,0.00006150884,0.0004881469,0.0006674765,0.002230477],"genre_scores_gemma":[0.9906657,0.0001174663,0.008497407,0.000006109261,0.00000394919,0.00003946639,0.0001786505,0.00002341794,0.0004679365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001628023,"threshold_uncertainty_score":0.003237128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949896739547774,"score_gpt":0.1962083142310058,"score_spread":0.1767093468355281,"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."}}