{"id":"W4412478883","doi":"10.1115/1.4069183","title":"An Investigation on Various Types of Finite Element Micromechanical Models on Uniaxial Tensile Test for Dual Phase Steel","year":2025,"lang":"en","type":"article","venue":"Journal of Engineering Materials and Technology","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; Uniaxial tension; Materials science; Dual (grammatical number); Tensile testing; Ultimate tensile strength; Structural engineering; Composite material; Engineering","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":[0.0003804165,0.0004836259,0.0003244201,0.0004636982,0.0002555777,0.0004757198,0.000815258,0.000803871,0.001146369],"category_scores_gemma":[0.0008850726,0.0003071697,0.0004191993,0.0003151718,0.0002687576,0.0004063933,0.0002291387,0.0002535491,0.0001705723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746517,"about_ca_system_score_gemma":0.0004446018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378357,"about_ca_topic_score_gemma":0.006700933,"domain_scores_codex":[0.9997899,0.00005287558,0.00001622871,0.00003251772,0.00008908883,0.00001953658],"domain_scores_gemma":[0.9995597,0.0002146336,0.0000556276,0.00006202773,0.00009518608,0.00001277137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001104909,0.0001625242,0.006258518,0.0001212582,0.00002285039,0.0002923651,0.0001813323,0.9212081,0.05165763,0.002072048,0.0002743351,0.0176385],"study_design_scores_gemma":[0.00000208874,0.00004622639,0.0007536129,0.000004747493,0.000002847837,0.00002155748,0.00002142463,0.995163,0.003740558,0.00007800804,0.0001615124,0.000004416696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034464,0.0001592164,0.09026649,0.00009841406,0.00002251568,0.00007413537,0.000212847,0.0002944238,0.005425578],"genre_scores_gemma":[0.9834041,0.00006657319,0.01563305,0.000009752853,0.000001780444,0.00004140796,0.00007615212,0.00001415091,0.0007530738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004378357,"threshold_uncertainty_score":0.008705735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449046520945616,"score_gpt":0.2530624858908203,"score_spread":0.2385720206813642,"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."}}