{"id":"W4399559491","doi":"10.1016/j.compscitech.2024.110707","title":"Functionalization of calcium-deficient nanohydroxyapatite improves the mechanical properties of 3D printed biopolymer nanocomposites","year":2024,"lang":"en","type":"article","venue":"Composites Science and Technology","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Surface modification; Biopolymer; Materials science; Nanocomposite; Composite material; 3d printed; Chemical engineering; Polymer; 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":[0.0001999902,0.0001123568,0.0001459831,0.0004682255,0.0001288102,0.00003670575,0.0003533669,0.0000887133,0.000004205122],"category_scores_gemma":[0.0000839618,0.00007155012,0.00002285106,0.00108957,0.001661242,0.00009750885,0.0002583421,0.0001414468,0.000002762489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002619169,"about_ca_system_score_gemma":0.00003474216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001021968,"about_ca_topic_score_gemma":0.000001186311,"domain_scores_codex":[0.9992079,0.000007707647,0.0002102757,0.0002164168,0.0001794216,0.0001782352],"domain_scores_gemma":[0.9995245,0.00004749451,0.00003743387,0.0002379594,0.0001373865,0.00001521774],"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":[0.000002177717,0.00001203178,0.00009182106,0.0001029358,0.00001785027,4.897594e-7,0.00006543044,0.0001445855,0.9602336,0.02184386,0.00002050267,0.01746471],"study_design_scores_gemma":[0.00003720509,0.0000685987,0.0001612678,0.0001413443,0.00001390274,0.00001545918,0.00008603695,0.05829681,0.9395492,0.001077169,0.0004740158,0.00007901044],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889773,0.003250146,0.006177356,0.0004100296,0.0001884145,0.0001477633,0.000005937549,0.0007093206,0.0001337016],"genre_scores_gemma":[0.9989526,0.00006485759,0.0009227671,0.00000643239,0.000007703864,0.00001921769,0.000001383399,0.000009260672,0.00001582194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05815222,"threshold_uncertainty_score":0.6120915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334588600457742,"score_gpt":0.2161563980973083,"score_spread":0.2028105120927308,"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."}}