{"id":"W4382769722","doi":"10.1016/j.jmrt.2023.05.087","title":"Support design of overhanging structure for laser powder bed fusion","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Science Foundation of Zhejiang Province","keywords":"Materials science; Ultimate tensile strength; Deformation (meteorology); Tension (geology); Fusion; Process (computing); Structural engineering; Composite material; 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":[0.0001676854,0.0003540986,0.0002803954,0.0005433003,0.0002955347,0.0002860515,0.0004794318,0.0004814241,0.001009703],"category_scores_gemma":[0.0003888271,0.000240099,0.0002670158,0.0002923306,0.0002253055,0.0004132694,0.0002966076,0.0002420989,0.0002325606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217167,"about_ca_system_score_gemma":0.000368247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004630132,"about_ca_topic_score_gemma":0.0009686638,"domain_scores_codex":[0.9997846,0.00001137442,0.00001359772,0.00004147785,0.0001238104,0.00002511214],"domain_scores_gemma":[0.9996797,0.00003917318,0.0001012189,0.00005162548,0.00009621032,0.00003213138],"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":[0.0001577788,0.00004070547,0.002797742,0.0001983366,0.00001673648,0.0003447993,0.0001044353,0.009869146,0.954083,0.00129248,0.0002802601,0.03081458],"study_design_scores_gemma":[0.00007734455,0.001665445,0.01908596,0.00003517346,0.00008071243,0.00126919,0.000155055,0.1081829,0.8612198,0.0008132728,0.007354998,0.00006025455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224336,0.0005405489,0.07400404,0.00006791252,0.00004600058,0.00004369751,0.0001579227,0.0003399395,0.002366427],"genre_scores_gemma":[0.9810854,0.00008575436,0.01816318,0.000007369101,0.000004961144,0.00002086551,0.00007813633,0.00001255008,0.0005418193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001009703,"threshold_uncertainty_score":0.003377795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04038779588167201,"score_gpt":0.3081748622749717,"score_spread":0.2677870663932997,"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."}}