{"id":"W4391581869","doi":"10.1007/978-3-031-50349-8_11","title":"Influence of Temperature and Print Orientation on Anisotropic Sintering in Binder Jet SS316L","year":2024,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Sintering; Jet (fluid); Anisotropy; Orientation (vector space); Composite material; Optics; Geometry; Mechanics; Physics; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.0002429127,0.0006143088,0.0008452244,0.0002180502,0.00005918868,0.0002893737,0.0002151624,0.000291282,0.000375706],"category_scores_gemma":[0.00001758318,0.0004370938,0.00006727185,0.00005154348,0.0001689647,0.0002754419,0.0001548576,0.0002456038,0.00004968118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005425537,"about_ca_system_score_gemma":0.00002319447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005336943,"about_ca_topic_score_gemma":0.00009490841,"domain_scores_codex":[0.9982904,0.0000401479,0.0007326945,0.0004252889,0.0002355355,0.0002759421],"domain_scores_gemma":[0.9992775,0.00006824267,0.0001916639,0.0003460113,0.00007046863,0.00004608337],"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":[0.0001214869,0.000009430735,0.000004114325,0.002953786,0.0001918751,0.00004129143,0.0005587281,0.005341753,0.9705949,0.01988482,0.0002037906,0.00009400449],"study_design_scores_gemma":[0.0002779632,0.0002028175,0.0009521979,0.001990991,0.0001543702,0.00005051994,0.00007157749,0.000008188788,0.9416996,0.01809473,0.03572345,0.000773591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912511,0.001130201,0.000004346206,0.00006135763,0.0009938704,0.0004416563,0.0005522856,0.0001709837,0.005394169],"genre_scores_gemma":[0.9746742,0.001226398,0.0000734691,0.00004946907,0.0003027148,0.00006905146,0.0001165864,0.0001447873,0.02334339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03551966,"threshold_uncertainty_score":0.9998081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009856424626519129,"score_gpt":0.2124725235968333,"score_spread":0.2026160989703142,"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."}}