{"id":"W4408963692","doi":"10.1007/s42114-025-01299-w","title":"Engineering ceramics for biomedical applications through nanofiller integration and 3D printing","year":2025,"lang":"en","type":"article","venue":"Advanced Composites and Hybrid Materials","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; National Research Council Canada","funders":"National Research Council Canada","keywords":"3D printing; Ceramic; Nanotechnology; Materials science; Engineering; Manufacturing engineering; Mechanical engineering; Composite material","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":[0.0001944438,0.0003932154,0.0001666553,0.0003781736,0.000148497,0.0004130256,0.0002701135,0.0003640311,0.0009665935],"category_scores_gemma":[0.0001984858,0.0002645262,0.0004285958,0.0002322823,0.000208207,0.0003168704,0.0003749931,0.000450357,0.000620221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090812,"about_ca_system_score_gemma":0.0001895711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002231641,"about_ca_topic_score_gemma":0.0006971499,"domain_scores_codex":[0.9998189,0.00001211555,0.00001834116,0.00003372202,0.00009680312,0.00002023054],"domain_scores_gemma":[0.999872,0.00003027914,0.00004088193,0.00002262003,0.00002554318,0.000008774842],"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":[0.000005838515,0.000005834018,0.00004990055,0.00003853832,0.000002916891,0.00003254646,0.00001051956,0.0003123535,0.9961841,0.0001584882,0.00004080108,0.003158162],"study_design_scores_gemma":[0.000003640632,0.00003438045,0.0004023405,0.000003826978,0.000005922666,0.0001032915,0.00000589844,0.002683319,0.9934577,0.00009052714,0.003200661,0.00000840159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582805,0.004944114,0.2182562,0.0002489556,0.0002870617,0.0002052281,0.0009690076,0.002134341,0.01467461],"genre_scores_gemma":[0.8547265,0.001604808,0.1391418,0.00008604891,0.00002878245,0.0001041667,0.000326181,0.0001789767,0.003802742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009665935,"threshold_uncertainty_score":0.003233552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005688631907170595,"score_gpt":0.2258294896944514,"score_spread":0.2201408577872808,"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."}}