{"id":"W4382245755","doi":"10.31224/3074","title":"A manufacturability evaluation of complex architectures by laser powder bed fusion additive manufacturing","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Design for manufacturability; Fusion; Materials science; Process engineering; Manufacturing engineering; Engineering; Mechanical 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":[0.001007572,0.0004747721,0.0002550285,0.001495018,0.0002361279,0.0008373285,0.0003967368,0.0004351485,0.001097394],"category_scores_gemma":[0.002319942,0.00033232,0.0003188359,0.0007611481,0.0004267124,0.0004982214,0.0004447993,0.0003271355,0.000234375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004585823,"about_ca_system_score_gemma":0.0002955905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008167638,"about_ca_topic_score_gemma":0.001700921,"domain_scores_codex":[0.9988376,0.0001011713,0.00005220142,0.0001335881,0.0008234981,0.00005195924],"domain_scores_gemma":[0.997971,0.0005416326,0.000415531,0.0003135432,0.000705553,0.00005264808],"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":[0.0002362904,0.00008082093,0.006928197,0.0002023127,0.00002799465,0.0001608609,0.0002588133,0.02110992,0.8772228,0.0008671717,0.0002875669,0.09261715],"study_design_scores_gemma":[0.00001279307,0.001120289,0.03190938,0.00002537029,0.00006540187,0.0005350464,0.0001813916,0.1467621,0.8158295,0.0004397434,0.003028696,0.00009020114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683402,0.0005184959,0.1267642,0.00005451893,0.00003208874,0.00008031185,0.0002385116,0.0008189832,0.003152736],"genre_scores_gemma":[0.8738112,0.0002331634,0.1245857,0.00001871288,0.00000644503,0.00004360154,0.0001544782,0.00007109767,0.001075479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001495018,"threshold_uncertainty_score":0.005328596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05248084822592636,"score_gpt":0.283226065128947,"score_spread":0.2307452169030206,"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."}}