{"id":"W2025784762","doi":"10.1115/imece2007-42150","title":"Process Parameters Optimization in Multilayer Laser Solid Freeform Fabrication Process Using a 3D Transient Numerical Model","year":2007,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Materials science; Fabrication; Process (computing); Transient (computer programming); Controllability; Process variable; Laser power scaling; Thermal; Stress (linguistics); Deposition (geology); Laser; Mechanical engineering; Composite material; Optics; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513819,0.0001917653,0.0001910341,0.0001365252,0.00004304712,0.00003509104,0.0001047335,0.00009641,0.00007232247],"category_scores_gemma":[0.00002557804,0.0001717515,0.00002636794,0.0002339197,0.00002039218,0.0003570284,0.000007975827,0.0001007074,0.000009073107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008991023,"about_ca_system_score_gemma":0.00002435215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001988271,"about_ca_topic_score_gemma":0.00001694406,"domain_scores_codex":[0.9989371,0.000006888716,0.0003357011,0.0002193179,0.0001722296,0.0003287534],"domain_scores_gemma":[0.9996665,0.00002535896,0.00004587281,0.00009997568,0.00009146912,0.00007086295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003240156,0.00004232716,0.00008233087,0.0001928908,0.000008038018,0.00000206037,0.0008174518,0.9960527,0.000752037,0.000001607016,0.000007724962,0.002008409],"study_design_scores_gemma":[0.0002225515,0.00001187344,0.0002604622,0.00003328911,0.000008688314,0.000002432812,0.0001306462,0.798389,0.2006702,0.00006848759,0.000006363417,0.0001960365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4396502,0.000009177173,0.5594221,0.000006605469,0.0000560199,0.0001650308,0.000008019942,0.0001391884,0.0005436317],"genre_scores_gemma":[0.9687404,0.00001089111,0.03105215,0.00005050452,0.00003795363,0.00003139813,0.00002540992,0.00004166617,0.000009597095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5290902,"threshold_uncertainty_score":0.7003824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111270893383253,"score_gpt":0.2727945986538101,"score_spread":0.2516818897199776,"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."}}