{"id":"W4312181485","doi":"10.1002/adem.202201431","title":"Effects of Unit Cell Topology on the Mechanical Properties of Porous Tantalum Structures via Laser Powder Bed Fusion","year":2022,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Tantalum; Materials science; Porosity; Topology (electrical circuits); Composite material; Anisotropy; Metallurgy; Optics","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":[0.0001884794,0.0002226875,0.0001442614,0.0003112176,0.0001282779,0.0003443821,0.0001767784,0.0002303206,0.000457027],"category_scores_gemma":[0.0003916811,0.0002027009,0.0001858784,0.0002758311,0.0002670804,0.0002635467,0.0001965955,0.0002757993,0.00009344575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002132941,"about_ca_system_score_gemma":0.0001067692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00034571,"about_ca_topic_score_gemma":0.0007721213,"domain_scores_codex":[0.9998589,0.00001553794,0.00001129986,0.00002054093,0.00006653429,0.00002715797],"domain_scores_gemma":[0.9997761,0.00005936302,0.00009124879,0.0000235412,0.00003287022,0.0000168633],"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":[0.00009036899,0.00001543614,0.0004032175,0.00004917088,0.000008036522,0.00005523118,0.00004328267,0.001134514,0.9951898,0.0002788426,0.0000313773,0.00270074],"study_design_scores_gemma":[0.00001080116,0.0002377991,0.002613787,0.000003756423,0.00002018601,0.00008066945,0.00003345147,0.003916119,0.9924558,0.00005190976,0.0005657622,0.000009946913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975711,0.0002617885,0.001435386,0.00001265817,0.000008417835,0.000005162008,0.0000399965,0.00003296605,0.0006325832],"genre_scores_gemma":[0.9987704,0.0001145177,0.0009268966,0.000005069702,0.000002130632,0.000004835413,0.0000212882,0.000007046416,0.0001477891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000457027,"threshold_uncertainty_score":0.001547575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005320771660963198,"score_gpt":0.180553452511129,"score_spread":0.1752326808501658,"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."}}