{"id":"W7017830329","doi":"","title":"Characterizing the Constitutive Behaviour and Austenite Decomposition of an 1,800 MPa Press Hardenable Boron Steel","year":2024,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Advanced Manufacturing Consortium; Ford Motor Company","keywords":"Hot stamping; Formability; Digital image correlation; Ultimate tensile strength; Constitutive equation; Austenite; Tensile testing; Plasticity; Boron; Deformation (meteorology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001091673,0.0001790315,0.0002901552,0.0001126382,0.0001179363,0.00003688665,0.0001623765,0.0001801857,0.00006535742],"category_scores_gemma":[0.000001831904,0.0001730223,0.00006883709,0.00005278966,0.00007633884,0.0003544522,0.0000392652,0.0001745126,0.00000766469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003214294,"about_ca_system_score_gemma":0.00001969537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006179118,"about_ca_topic_score_gemma":0.004909722,"domain_scores_codex":[0.9993903,0.00002966636,0.0001219043,0.000177528,0.0001252953,0.0001552926],"domain_scores_gemma":[0.9996129,0.00001347298,0.00009627527,0.0001647302,0.00006164717,0.00005101012],"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":[0.0004569796,0.00007520586,0.00005183805,0.004757722,0.0006337645,0.0001253166,0.2908932,0.0006600851,0.6972871,0.001881234,0.0002502447,0.002927369],"study_design_scores_gemma":[0.001832894,0.0005603167,0.0144603,0.003965546,0.003322108,0.00007413624,0.3730456,0.009577294,0.5862578,0.0004367688,0.004756394,0.001710906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976019,0.0002401793,0.000007125563,0.00002163176,0.0006543583,0.0002316548,0.00009934664,0.00007176326,0.001072009],"genre_scores_gemma":[0.9535367,0.000258797,0.0003604749,0.000001903543,0.00003794712,0.000001039386,0.0005841031,0.00002806774,0.04519091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1110293,"threshold_uncertainty_score":0.9341019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008344744997001576,"score_gpt":0.2033684065796089,"score_spread":0.1950236615826073,"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."}}