{"id":"W4387194678","doi":"10.2139/ssrn.4587495","title":"Microstructure and Mechanical Properties of Selective Laser Melted Al-Zn-Mg-Si-Sc-Zr Alloy with High Hot-Cracking Resistance","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Microstructure; Materials science; Alloy; Metallurgy; Cracking; Laser; Composite material; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009262541,0.0009211527,0.001113763,0.0003343818,0.0002657569,0.0002220406,0.0007635496,0.0006235709,0.00001203321],"category_scores_gemma":[0.0001078647,0.0007130024,0.0002007633,0.0003594257,0.0002927864,0.0002537231,0.0004159819,0.007185358,0.00000589274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001522083,"about_ca_system_score_gemma":0.00174609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001781429,"about_ca_topic_score_gemma":0.005061729,"domain_scores_codex":[0.9949076,0.0001710039,0.0008721728,0.0007889773,0.0006497477,0.002610514],"domain_scores_gemma":[0.9982932,0.00005665563,0.000460988,0.0005648567,0.0004627693,0.0001615087],"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":[0.002024814,0.00004513171,0.0004305707,0.001278803,0.005119562,0.00006976187,0.002560859,0.01602688,0.9671825,0.003012372,0.001204383,0.001044377],"study_design_scores_gemma":[0.00498841,0.001087632,0.003663836,0.005604365,0.001517212,0.003214288,0.003904701,0.003003904,0.842078,0.1245522,0.001789336,0.004596064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795057,0.01654008,0.001526401,0.0004787543,0.0007232533,0.0006878525,0.00006660193,0.0004273151,0.00004404876],"genre_scores_gemma":[0.9897403,0.007123958,0.001472479,0.00005990156,0.0003168129,0.0000421158,0.00002743188,0.0003545746,0.0008624221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251044,"threshold_uncertainty_score":0.9995321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007731250009702984,"score_gpt":0.1945853824423098,"score_spread":0.1868541324326068,"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."}}