{"id":"W4313598954","doi":"10.1016/j.jmapro.2022.12.038","title":"Influence of scanning strategies on L-PBF processing of titanium aluminides","year":2023,"lang":"en","type":"article","venue":"Journal of Manufacturing Processes","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Materials science; Selective laser melting; Titanium; Microstructure; Ductility (Earth science); Metallurgy; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000360012,0.0002503905,0.0005193406,0.0004265603,0.00006535364,0.00007589455,0.0003664228,0.00008768828,0.00002879088],"category_scores_gemma":[0.0002097501,0.0002062224,0.00007722663,0.0003094185,0.0001069012,0.0007219865,0.00004539621,0.0002168879,0.000007023948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002895542,"about_ca_system_score_gemma":0.000185233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006201262,"about_ca_topic_score_gemma":0.000002730637,"domain_scores_codex":[0.9983169,0.00002107853,0.0007887369,0.0001422106,0.0004474044,0.0002836195],"domain_scores_gemma":[0.9985656,0.0002440031,0.0006163801,0.0001333663,0.0003705252,0.00007019378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001039262,0.00003904111,0.0001874165,0.01018735,0.00009935279,0.00003457472,0.0008513979,0.9623683,0.02229949,0.0000158592,0.000343653,0.0034696],"study_design_scores_gemma":[0.0002267392,0.0002083383,0.01406232,0.001806863,0.00003711513,0.00002924403,0.0009324705,0.00004102364,0.9806785,0.0009836593,0.0007973013,0.000196405],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981113,0.0004339317,0.0001768167,0.00002893005,0.0001663865,0.00007357795,0.00001856445,0.0001216592,0.0008688002],"genre_scores_gemma":[0.9987646,0.0005432411,0.0004316138,0.00001047792,0.0001675708,0.000004127658,0.000002578865,0.00004672287,0.00002904056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9623273,"threshold_uncertainty_score":0.8409504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527852651885975,"score_gpt":0.2462701466611224,"score_spread":0.2309916201422627,"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."}}