{"id":"W2895957531","doi":"10.1016/j.matdes.2018.10.025","title":"On thermal expansion behavior of invar alloy fabricated by modulated laser powder bed fusion","year":2018,"lang":"en","type":"article","venue":"Materials & Design","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Agencia de Desarrollo Económico","keywords":"Materials science; Invar; Thermal expansion; Laser; Texture (cosmology); Laser power scaling; Alloy; Diffraction; Composite material; Phase (matter); Fusion; 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":[0.0001582416,0.0001940295,0.0001795846,0.0003015613,0.0001798088,0.000197474,0.0002565283,0.0002089771,0.0006838327],"category_scores_gemma":[0.0002217787,0.0001930261,0.0002138847,0.0002330081,0.0002531098,0.0002015822,0.0001086414,0.0001780113,0.0001554155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002778065,"about_ca_system_score_gemma":0.0001169977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006501024,"about_ca_topic_score_gemma":0.00197544,"domain_scores_codex":[0.9998161,0.00001006324,0.000008127209,0.00004124693,0.0001035102,0.00002107971],"domain_scores_gemma":[0.9998809,0.00002482284,0.00003897323,0.00001533039,0.00003334978,0.000006523685],"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":[0.00005512813,0.000006104797,0.000494984,0.00003639489,0.00000359639,0.00004153297,0.00004822065,0.0004800254,0.9970468,0.00008576376,0.00001918577,0.001682294],"study_design_scores_gemma":[0.000003509158,0.0001322059,0.007474333,0.000003400035,0.00001310778,0.0001030812,0.0000476949,0.002818056,0.9886791,0.00002068013,0.0006991714,0.000005722185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971107,0.0002689548,0.001855916,0.00001255997,0.000006403738,0.000004139061,0.00006927198,0.00003886548,0.000633203],"genre_scores_gemma":[0.9973718,0.0000934825,0.001949086,0.000003540278,0.00000153646,0.000004278494,0.00007979421,0.00001083752,0.0004856559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006838327,"threshold_uncertainty_score":0.002287686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538069499352108,"score_gpt":0.2148804756591419,"score_spread":0.1994997806656208,"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."}}