{"id":"W2945047246","doi":"10.2351/1.5061426","title":"A time-dependent multiphysics simulation of laser solid freeform fabrication process for heterogeneous structures","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Multiphysics; Fabrication; Deposition (geology); Laser; Thermal; Material properties; Process (computing); Intersection (aeronautics); Composite material; Optics; Finite element method; Computer science; 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":[0.00001850581,0.0001056735,0.0001723755,0.00005114192,0.00003467295,0.000002780176,0.00008638619,0.00004803051,0.0000232363],"category_scores_gemma":[0.00002709918,0.00009074342,0.00006943769,0.0001225939,0.00002684143,0.0001212546,0.00000985193,0.00003920468,0.000004328961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003877686,"about_ca_system_score_gemma":0.000004777591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004022569,"about_ca_topic_score_gemma":0.000002383439,"domain_scores_codex":[0.9994173,0.000003753399,0.0002133439,0.00011752,0.0001313909,0.0001167119],"domain_scores_gemma":[0.9995794,0.000043764,0.00005597252,0.00014628,0.0001447671,0.00002984875],"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":[0.000008571752,0.00001866847,0.00004043316,0.00003297241,0.00002841566,2.393058e-7,0.00008008726,0.9875839,0.008137653,0.00000481865,0.00002151357,0.004042777],"study_design_scores_gemma":[0.00007714936,0.00002209979,0.00003256917,0.000001972148,0.00000970655,7.777967e-7,0.000004362335,0.5806814,0.4176965,0.001369298,0.00003470365,0.00006941118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2426361,0.00001362991,0.7566595,0.000002869016,0.00001131526,0.0002198668,0.00001018454,0.0003242925,0.0001222148],"genre_scores_gemma":[0.9909914,0.000008431382,0.008780591,0.00001316702,0.00003838321,0.00004427383,0.00002774649,0.00002521189,0.00007086719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7483552,"threshold_uncertainty_score":0.3700409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477773117086714,"score_gpt":0.2828293187318063,"score_spread":0.2680515875609392,"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."}}