{"id":"W2906552717","doi":"10.4028/www.scientific.net/msf.941.2360","title":"3D FEM Simulation of the Effect of Cooling Rate on SDAS and Macrosegregation of a High Strength Steel","year":2018,"lang":"en","type":"article","venue":"Materials science forum","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Materials science; Cylinder; Metallurgy; Shrinkage; Finite element method; Dendrite (mathematics); Composite material; Structural engineering; Mechanical engineering; Geometry; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.001529132,0.0001042781,0.0002329472,0.00008597761,0.000188287,0.00005556633,0.0003142137,0.00003623131,0.0001252594],"category_scores_gemma":[0.0003081607,0.00006668698,0.00002130397,0.0003536167,0.001059635,0.0002229621,0.0001307776,0.00002097038,0.000008129154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000240001,"about_ca_system_score_gemma":0.00004630301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006399886,"about_ca_topic_score_gemma":0.000004467028,"domain_scores_codex":[0.9986502,0.0001581927,0.0003915234,0.0002371317,0.0003544148,0.000208531],"domain_scores_gemma":[0.9988323,0.0001579307,0.0004766581,0.000323284,0.0001722977,0.00003750602],"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":[0.0001930778,0.00001597754,0.000434877,0.00006380718,0.000001327687,3.702272e-8,0.0002809475,0.0007527073,0.9963526,0.001559931,0.000003092438,0.0003415836],"study_design_scores_gemma":[0.0003791315,0.0004968218,0.01657713,0.00008170863,0.000008984988,5.358086e-7,0.00008025271,0.001600059,0.9803535,0.000344926,0.00001315255,0.0000637403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998669,0.000005864202,0.0001698653,0.00004294336,0.0005685706,0.0003131682,0.00006629124,0.00001426564,0.0001500019],"genre_scores_gemma":[0.9997492,0.000001177025,0.0001457102,0.00002412962,0.00003502953,0.000007514969,0.000001835277,0.000006588883,0.00002874636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01614226,"threshold_uncertainty_score":0.3904271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025124132434638,"score_gpt":0.2632598665064884,"score_spread":0.253008625182142,"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."}}