{"id":"W4408085106","doi":"10.1007/978-3-031-80748-0_130","title":"Temperature-Sensitive Isotropic Sintering Model for 316L Binder Jetting Parts","year":2025,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Powder Metallurgy Techniques and Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Sintering; Isotropy; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007690595,0.001306977,0.002004626,0.0002969447,0.0003180432,0.0006595299,0.0005842811,0.0008027608,0.0003974498],"category_scores_gemma":[0.00004395183,0.001043621,0.0004701674,0.00005899854,0.0001990745,0.0004330389,0.0003468215,0.0003399774,0.00004875649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400761,"about_ca_system_score_gemma":0.00009133376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003063296,"about_ca_topic_score_gemma":0.0000733126,"domain_scores_codex":[0.9964999,0.00009277475,0.001418495,0.0007876318,0.0003400201,0.0008611713],"domain_scores_gemma":[0.9980853,0.0001352831,0.0004058141,0.001011303,0.000242371,0.0001199963],"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":[0.0001230774,0.00001158359,3.202829e-8,0.001137434,0.0007435526,0.00002428374,0.0002202841,0.002342603,0.9425446,0.03433798,0.01829124,0.0002233225],"study_design_scores_gemma":[0.000549191,0.0001217555,0.000001213554,0.001294338,0.000944654,0.00008348583,0.00004726172,0.002876194,0.6809993,0.02417549,0.2869902,0.001916851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1323486,0.01943618,0.1328724,0.004004767,0.06648247,0.03145,0.02944184,0.02264159,0.5613222],"genre_scores_gemma":[0.2443586,0.001560786,0.008215342,0.0007209606,0.001739607,0.0009643722,0.0009140787,0.0006667593,0.7408594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.268699,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815289076147016,"score_gpt":0.2263499904001216,"score_spread":0.2081970996386514,"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."}}