{"id":"W2087361355","doi":"10.1115/imece2009-11612","title":"Effects of Process Parameters on Surface Finish in Laser Solid Freeform Fabrication","year":2009,"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":"","keywords":"Materials science; Laser; Laser power scaling; Fabrication; Traverse; Process variable; Rapid prototyping; Process (computing); Surface roughness; Power (physics); Thermal; Surface finish; Microstructure; Composite material; Laser beam machining; Layer (electronics); Mechanical engineering; Optics; Laser beams; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006652837,0.0006736292,0.0004615489,0.000453475,0.0003196132,0.0006481403,0.0003276077,0.0004785763,0.001262144],"category_scores_gemma":[0.004039328,0.0005096219,0.0003387942,0.0005170425,0.0003324879,0.0006916124,0.0002898216,0.0003809061,0.0002970531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000335848,"about_ca_system_score_gemma":0.0002786817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007120822,"about_ca_topic_score_gemma":0.00138707,"domain_scores_codex":[0.9993312,0.00009130322,0.00007272305,0.0001126262,0.0003008049,0.00009139688],"domain_scores_gemma":[0.9968566,0.001692227,0.0006975461,0.0002903239,0.0004207129,0.0000425933],"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":[0.0003588889,0.00006704914,0.002030329,0.000228665,0.00002750416,0.0002180343,0.0001595172,0.01012012,0.9740961,0.0001689268,0.00009153446,0.01243318],"study_design_scores_gemma":[0.00002028665,0.0006159496,0.007597792,0.00001276138,0.00004424407,0.0001942042,0.0000786394,0.01025281,0.9800768,0.00008264092,0.0009949412,0.00002889182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857712,0.0006659506,0.01212984,0.0000282565,0.00002207974,0.00003575835,0.0001199248,0.0001684906,0.001058451],"genre_scores_gemma":[0.9891344,0.0003521263,0.00983471,0.00001029353,0.000004575241,0.00002334387,0.0000841451,0.00009268832,0.0004636868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001262144,"threshold_uncertainty_score":0.004222333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005766856308940092,"score_gpt":0.2217929124779618,"score_spread":0.2160260561690217,"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."}}