{"id":"W4390674628","doi":"10.1007/s11665-023-09087-7","title":"Benchmarking of Print Properties and Microstructures of 316L Stainless Steel Laser Powder Bed Fusion Prints","year":2024,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Materials science; Microstructure; Porosity; Residual stress; Composite material; Fusion; Relative density; Characterization (materials science); Mechanical engineering; Nanotechnology","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":[0.0006531364,0.0002156955,0.0003400578,0.0006699207,0.0003241221,0.0006310964,0.0004708569,0.0006514243,0.002224915],"category_scores_gemma":[0.001042115,0.0001879133,0.0003261076,0.0005116191,0.0003068758,0.0005055472,0.0002435981,0.0002504686,0.0006219918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004516988,"about_ca_system_score_gemma":0.0001535191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00089653,"about_ca_topic_score_gemma":0.001836584,"domain_scores_codex":[0.9992114,0.00003791352,0.00003899199,0.00009036958,0.0005599225,0.00006132582],"domain_scores_gemma":[0.9991215,0.0001879157,0.0001502533,0.0001131505,0.0003837156,0.00004343014],"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":[0.0004579084,0.0001129442,0.003409422,0.0001254199,0.00002182697,0.0001491127,0.00007662078,0.004189164,0.976219,0.0001667317,0.0003083206,0.01476342],"study_design_scores_gemma":[0.0000178622,0.0009283795,0.03454112,0.000006420901,0.00002371678,0.0001609599,0.00007447839,0.01031389,0.952875,0.00006219093,0.0009710789,0.00002495197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945781,0.0002781667,0.002290572,0.0000328145,0.00001559631,0.0000180682,0.0006052898,0.0002427312,0.001938521],"genre_scores_gemma":[0.9969729,0.00009181863,0.001391993,0.0000110718,0.000004866998,0.000007640188,0.0002960281,0.00003254705,0.001191077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002224915,"threshold_uncertainty_score":0.00744313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008663998719888988,"score_gpt":0.1826831704438506,"score_spread":0.1740191717239616,"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."}}