{"id":"W4413894249","doi":"10.3390/jmmp9090296","title":"Effect of Temperature, Heating Rate, and Cooling Rate on Bonding and Nitriding of AlSi10Mg Powder Occurring During Supersolidus Liquid-Phase Sintering","year":2025,"lang":"en","type":"article","venue":"Journal of Manufacturing and Materials Processing","topic":"Advanced materials and composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; École de Technologie Supérieure","funders":"National Research Council Canada; Centre québécois de recherche et de développement de l’aluminium","keywords":"Nitriding; Materials science; Sintering; Metallurgy; Liquid phase; Phase (matter); Layer (electronics); Composite material; Chemistry; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009220269,0.0003113886,0.0008044092,0.0003618151,0.0001997222,0.0002100206,0.00009365935,0.000101443,0.000003500791],"category_scores_gemma":[0.0001045528,0.000263238,0.00004734499,0.00007970825,0.00006175019,0.0004282097,0.00009926163,0.0001943462,6.397021e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003673912,"about_ca_system_score_gemma":0.00001661121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004535016,"about_ca_topic_score_gemma":2.65769e-7,"domain_scores_codex":[0.9984926,0.0001037724,0.0008069923,0.0002027624,0.000113481,0.0002804168],"domain_scores_gemma":[0.9991621,0.0002496514,0.000355769,0.00009162859,0.00006060969,0.00008027375],"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":[0.001161442,0.00001390129,0.0000239599,0.005745102,0.00007207464,0.00002010438,0.0003339427,0.001448645,0.98842,0.00001105989,0.000001087131,0.002748727],"study_design_scores_gemma":[0.001755884,0.0004061947,0.0002343382,0.005855132,0.00009676028,0.0001146463,0.0001771403,0.0002162612,0.990876,0.00005413773,0.00001135025,0.0002022014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970952,0.002037775,0.0002598571,0.000009782201,0.0003783834,0.0001323925,0.00000884352,0.00004427556,0.00003353569],"genre_scores_gemma":[0.9989034,0.0003448787,0.0005718321,0.00001362948,0.0001173938,0.000003072204,0.000001062605,0.00003678081,0.000007957574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002546526,"threshold_uncertainty_score":0.999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004437806520801856,"score_gpt":0.2552515954019265,"score_spread":0.2508137888811247,"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."}}