{"id":"W7116156196","doi":"10.82417/d2d8-7232","title":"Material extrusion additive manufacturing of aluminum-based feedstocks","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Extrusion; Powder metallurgy; Aluminium powder; Raw material; Metal powder; Aluminium; Sintering; Fabrication; Molding (decorative); Stearic acid","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002756475,0.0009026446,0.001117709,0.001419768,0.00008794096,0.00007311848,0.0006706835,0.0008946283,0.0552165],"category_scores_gemma":[0.0001211464,0.0009167877,0.0003186275,0.000306645,0.0002473605,0.0000761967,0.0003388097,0.0004546298,0.005202419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003517888,"about_ca_system_score_gemma":0.000448463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134894,"about_ca_topic_score_gemma":0.0009665439,"domain_scores_codex":[0.9967317,0.0002720715,0.0004807565,0.0009879789,0.0008267591,0.0007007128],"domain_scores_gemma":[0.9974277,0.0001455589,0.0009596329,0.001199212,0.00009093089,0.0001769377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006519528,0.0001621412,0.00001781314,0.0004175339,0.0002523428,0.0000758216,0.0001443905,0.00003094736,0.01019989,0.0001393771,0.9848813,0.00302652],"study_design_scores_gemma":[0.001272575,0.00007428669,0.0002471514,0.002004533,0.0001847785,0.000002683446,0.00007145007,0.00002402634,0.297363,0.00003058771,0.6980409,0.0006840273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004259313,0.0002639191,0.0004029674,0.0001814111,0.003145688,0.002059995,0.01491808,0.001271722,0.9734969],"genre_scores_gemma":[0.02409712,0.00002510684,0.001771313,0.0001003427,0.001024314,0.0001330266,0.001376766,0.002069768,0.9694023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2871631,"threshold_uncertainty_score":0.9993283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007719878763244011,"score_gpt":0.2404030591923658,"score_spread":0.2326831804291218,"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."}}