{"id":"W4415917930","doi":"10.2139/ssrn.5706806","title":"Heat treatment development for γ/γ' Ni-based superalloys obtained by laser metal deposition with powder for functionally graded parts","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Superalloy; Microstructure; Deposition (geology); Investment casting; Scanning electron microscope; Energy-dispersive X-ray spectroscopy; Casting; Metal powder; Optical microscope","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":[0.0001542682,0.0002068747,0.0003401567,0.0002510436,0.0003311492,0.0003592469,0.000441367,0.0002594035,0.001879744],"category_scores_gemma":[0.0003023355,0.0002179274,0.0002391071,0.0002264229,0.0002401686,0.0002865141,0.0002072387,0.0003840498,0.000344858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004277874,"about_ca_system_score_gemma":0.0003910323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018194,"about_ca_topic_score_gemma":0.004513701,"domain_scores_codex":[0.9998589,0.000006567249,0.000009147466,0.00003025291,0.00006692955,0.0000281476],"domain_scores_gemma":[0.9998916,0.0000139707,0.00002328979,0.00002020829,0.00003977608,0.00001116823],"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":[0.0000668603,0.000008349861,0.0001677857,0.00005466839,0.000004830898,0.00002996549,0.00005178491,0.0001990026,0.99756,0.0001566417,0.00007863896,0.001621344],"study_design_scores_gemma":[0.000008123353,0.0001181946,0.002343901,0.000003066331,0.000008241886,0.00003070092,0.00003184984,0.0009409847,0.9954466,0.00002849644,0.001035676,0.000004273099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877334,0.0006511105,0.006550604,0.00007019296,0.00006079412,0.00006462114,0.000245446,0.0002286616,0.004395216],"genre_scores_gemma":[0.9940192,0.0001307351,0.003687986,0.0000108341,0.000004630045,0.00002117507,0.0001096108,0.00004852914,0.001967409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001879744,"threshold_uncertainty_score":0.006288409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000698089392619,"score_gpt":0.2189126659787194,"score_spread":0.2089056850847933,"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."}}