{"id":"W4389540771","doi":"10.17118/11143/21154","title":"Multiscale numerical modeling and experimental validation of additivelymanufactured alumina ceramics","year":2023,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Ceramic; Numerical models; Computer science; Composite material; Computer simulation; Simulation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006059526,0.0003774294,0.0003705432,0.0006642887,0.0002930447,0.0005011191,0.0007876625,0.0005516651,0.001261821],"category_scores_gemma":[0.0007782216,0.000260421,0.0005102589,0.0004498837,0.0005739795,0.0002912573,0.0005210089,0.0004208349,0.0001714021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005278969,"about_ca_system_score_gemma":0.000502735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127689,"about_ca_topic_score_gemma":0.001968959,"domain_scores_codex":[0.9996496,0.00002080505,0.00002278599,0.00006689724,0.0001881072,0.00005175441],"domain_scores_gemma":[0.9996221,0.00009967223,0.00008069502,0.00009587186,0.00008161913,0.0000200368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001414094,0.0001857387,0.006722028,0.0002742757,0.00003576367,0.0003702536,0.0002856858,0.4134348,0.5608186,0.002832279,0.0003146328,0.0145845],"study_design_scores_gemma":[0.000008613824,0.0001184681,0.004302901,0.000008711148,0.0000144141,0.00004868758,0.00006115894,0.8913541,0.1029619,0.0002822588,0.0008207259,0.00001801796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631082,0.0001465565,0.0337023,0.0000561904,0.00003241526,0.00003684245,0.0003941568,0.0004169721,0.002106385],"genre_scores_gemma":[0.9843779,0.00006485375,0.0150813,0.000006211036,0.000003444631,0.00003488044,0.0001279806,0.00002635089,0.0002771532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002127689,"threshold_uncertainty_score":0.004230618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913948934236899,"score_gpt":0.2420947917068464,"score_spread":0.2229553023644774,"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."}}