{"id":"W6949225250","doi":"10.5281/zenodo.15425139","title":"Additive manufacturing: a tool for engineering microstructures and mechanical behavior","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Austenite; Microstructure; European union; Plasticity; Crystal twinning; Crystal plasticity; Austenitic stainless steel","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":[0.001186035,0.0009735256,0.000860922,0.001910927,0.0005041985,0.001978451,0.001334099,0.001211002,0.006112636],"category_scores_gemma":[0.001532427,0.0008918411,0.0009623038,0.001297575,0.001129895,0.001607373,0.001271259,0.001941529,0.003035905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006482425,"about_ca_system_score_gemma":0.0007294633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431621,"about_ca_topic_score_gemma":0.0007574903,"domain_scores_codex":[0.9990621,0.0001075552,0.00005314313,0.0001470642,0.0005957737,0.00003439618],"domain_scores_gemma":[0.9991552,0.000377736,0.0001125321,0.0001974295,0.000111118,0.00004602821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000920442,0.0001226315,0.001162739,0.002293562,0.000173294,0.0003608701,0.0003335403,0.03024914,0.2675593,0.1451722,0.01562226,0.5368584],"study_design_scores_gemma":[0.000103806,0.0003208001,0.002607224,0.0005645599,0.0001567717,0.001217731,0.0001252524,0.2148998,0.2073424,0.1139459,0.4585144,0.0002012664],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003369504,0.003403492,0.9811627,0.0003474847,0.0001786146,0.00006797649,0.0004699947,0.004607385,0.00639293],"genre_scores_gemma":[0.05007559,0.006099714,0.9345776,0.0001918135,0.0001803422,0.0004022764,0.0007665702,0.000841541,0.006864437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006112636,"threshold_uncertainty_score":0.0204488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100582597992423,"score_gpt":0.2141196455230379,"score_spread":0.2031138195431137,"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."}}