{"id":"W3020918158","doi":"10.1557/jmr.2020.75","title":"Experimental and numerical investigation of selective laser melting–induced defects in Ti–6Al–4V octet truss lattice material: the role of material microstructure and morphological variations","year":2020,"lang":"en","type":"article","venue":"Journal of materials research/Pratt's guide to venture capital sources","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Microstructure; Octet; Selective laser melting; Lattice (music); Laser; Composite material; Truss; Optics; Structural 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":[0.0007926282,0.0001999876,0.0004672201,0.000176279,0.00009072961,0.0001363011,0.0002946833,0.0001896958,0.00008527827],"category_scores_gemma":[0.0006206145,0.0001418625,0.00004505785,0.0002141361,0.0002261402,0.0001567099,0.0002843267,0.0003579029,0.000001697346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005526611,"about_ca_system_score_gemma":0.00003247589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007736228,"about_ca_topic_score_gemma":0.000001786305,"domain_scores_codex":[0.9981719,0.0003679098,0.0006334775,0.0002024218,0.0003410614,0.0002831897],"domain_scores_gemma":[0.9991265,0.0002276728,0.0002500243,0.0001237737,0.0001502127,0.0001218184],"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":[0.0002724466,0.00001875816,0.0005396491,0.00008114886,0.00005427341,0.00001808391,0.004329498,0.0002738317,0.9938798,0.0001205835,0.0002503681,0.0001615845],"study_design_scores_gemma":[0.000344246,0.0005195511,0.01835665,0.00008470647,0.00001864395,0.0000662438,0.002871706,0.00005159364,0.9765365,0.0007907832,0.0002312886,0.0001280573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998583,0.0002623098,0.00003128687,0.0004884342,0.0001756441,0.0002752967,0.0001211468,0.00004038631,0.00002255991],"genre_scores_gemma":[0.9985667,0.0000235519,0.001111151,0.00003249277,0.0002155329,0.00001292728,0.0000086381,0.00002732935,0.000001667928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.017817,"threshold_uncertainty_score":0.5784985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033565031508228,"score_gpt":0.2745088348976006,"score_spread":0.2541731845825183,"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."}}