{"id":"W4389399791","doi":"","title":"Microstructure evolution in Laser Powder Bed Fusion process","year":2023,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Microstructure; Materials science; Fusion; Process (computing); Laser; Inertial confinement fusion; Metallurgy; Computer science; Optics; Physics","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":[0.0000906191,0.00007929887,0.0001656845,0.0001939339,0.0003190816,0.0003731011,0.0001607531,0.0002500887,0.002233675],"category_scores_gemma":[0.0002287148,0.0001348061,0.0001362,0.0002200864,0.0002035744,0.0002283747,0.00009326921,0.0002128504,0.0001899082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005323029,"about_ca_system_score_gemma":0.0002068135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723467,"about_ca_topic_score_gemma":0.001904355,"domain_scores_codex":[0.9999355,0.000005491531,0.000001954474,0.00001266709,0.00003173782,0.00001275192],"domain_scores_gemma":[0.99991,0.00002763032,0.00001579295,0.000005374983,0.00003213471,0.000009116946],"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":[0.0005443313,0.00009717789,0.002945738,0.00009079752,0.0000160421,0.0003263551,0.0001319149,0.01783114,0.9650648,0.001967088,0.0004533151,0.01053135],"study_design_scores_gemma":[0.00003581028,0.0004619376,0.03651031,0.000007872562,0.00002211438,0.0002268933,0.0001318657,0.1440268,0.8160461,0.0008959908,0.001610325,0.0000240523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947395,0.0003827307,0.002202234,0.00005937265,0.00001523656,0.000007777249,0.00009678875,0.00005583686,0.002440522],"genre_scores_gemma":[0.9985263,0.0000797044,0.0003540177,0.000003685297,0.000002981313,0.000002379182,0.00003862864,0.000006475483,0.0009856698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002233675,"threshold_uncertainty_score":0.007472396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078003806530846,"score_gpt":0.2193151988932991,"score_spread":0.2085351608279907,"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."}}