{"id":"W4413185697","doi":"10.1016/j.jmrt.2025.08.058","title":"Temperature and printing axis effects on anisotropic sintering in binder jetting additive manufactured 17-4 PH stainless steel: Experimental and numerical study","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Materials science; Sintering; Anisotropy; Composite material; 3D printing; Metallurgy; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002836566,0.0002741017,0.0004178363,0.0002476396,0.000139051,0.0002627486,0.0003202384,0.0003781125,0.001185289],"category_scores_gemma":[0.000556542,0.0002484122,0.0003774301,0.0003837466,0.0003455715,0.0001869151,0.0001299472,0.00018102,0.0001511912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003153248,"about_ca_system_score_gemma":0.0002223742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002288342,"about_ca_topic_score_gemma":0.002433655,"domain_scores_codex":[0.9998339,0.00001316741,0.00001324483,0.00003295699,0.00008311187,0.00002363302],"domain_scores_gemma":[0.9995753,0.0002217185,0.00009401662,0.00003462586,0.00006170031,0.00001260141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006246154,0.0001342199,0.007557372,0.0003090703,0.00002753355,0.0003490648,0.0001764516,0.2165516,0.7649983,0.0004417564,0.00009235871,0.008737742],"study_design_scores_gemma":[0.00005036244,0.0004790323,0.0162584,0.00001413325,0.00004410396,0.0001211094,0.00007357094,0.4179358,0.5643749,0.00008961488,0.0005206009,0.00003832874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972765,0.00005879112,0.001794854,0.000007155233,0.000002814395,0.000006132862,0.0001071412,0.00004567457,0.0007009532],"genre_scores_gemma":[0.9982296,0.00005146021,0.001437371,0.00000203829,8.903033e-7,0.000005531765,0.00004816678,0.000009654344,0.0002154005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002288342,"threshold_uncertainty_score":0.00455004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166572090527274,"score_gpt":0.2977285751928755,"score_spread":0.2860628542876028,"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."}}