{"id":"W6893050621","doi":"10.5281/zenodo.1344991","title":"Determination Of The Most Contributing Laser Powder Bed Fusion Process Parameters On The Surface Roughness Quality Of Hastelloy X Components","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada); University of Waterloo","funders":"","keywords":"Fusion; Surface roughness; Factorial experiment; Surface finish; Process (computing); Response surface methodology; Laser; Quality (philosophy); Process variable","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":[0.0004690279,0.0003031465,0.0002931181,0.0003483153,0.0001604456,0.0003605861,0.0001458868,0.0002911143,0.0005682649],"category_scores_gemma":[0.000676049,0.000170116,0.0003181636,0.0002846731,0.0002565176,0.0002245876,0.0001578301,0.0002273494,0.0001336258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050108,"about_ca_system_score_gemma":0.0001449446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006928909,"about_ca_topic_score_gemma":0.001068707,"domain_scores_codex":[0.9996705,0.00004296708,0.00002115833,0.00005820813,0.0001735704,0.00003362973],"domain_scores_gemma":[0.9995661,0.0002014224,0.0000930382,0.00003480319,0.00009264755,0.00001189529],"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":[0.0001577884,0.00001882665,0.002281323,0.0001023453,0.00001543403,0.00004178469,0.00005585786,0.001338735,0.988537,0.00005128857,0.0000408804,0.007358761],"study_design_scores_gemma":[0.000005197201,0.0003134237,0.02741776,0.000002988706,0.00003441845,0.00004926741,0.00003881923,0.002059148,0.9697775,0.00001428163,0.0002778817,0.000009268936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995979,0.0004122017,0.003067376,0.00001072107,0.000005636875,0.00001133624,0.0000565402,0.00003861212,0.0004186638],"genre_scores_gemma":[0.9969138,0.0002137683,0.002464325,0.000006512613,0.00000297382,0.00001151138,0.0000706747,0.00001275812,0.0003036727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006928909,"threshold_uncertainty_score":0.002480507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361296775337841,"score_gpt":0.2590656716807245,"score_spread":0.2154527039273461,"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."}}