{"id":"W7009071126","doi":"","title":"On the Development of Fold Initiator Patterns to Promote Progressive Folding of Hot Stamped Ultra-High Strength Axial Crush Structures","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Advanced Manufacturing Consortium; ArcelorMittal","keywords":"Welding; Buckling; Ultimate tensile strength; Ductility (Earth science); Progressive collapse; Fracture (geology); Parametric statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001712249,0.0002419086,0.0001281253,0.0001705058,0.000102056,0.0001614314,0.000247086,0.0002128397,0.0008235297],"category_scores_gemma":[0.0003382618,0.0001445201,0.0001647255,0.0001314676,0.0001565418,0.000209308,0.0001532261,0.0002307332,0.0002518155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002035112,"about_ca_system_score_gemma":0.0001266359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003170146,"about_ca_topic_score_gemma":0.001422788,"domain_scores_codex":[0.9998478,0.00001294762,0.00001111674,0.00002787434,0.00007738627,0.00002291372],"domain_scores_gemma":[0.9996595,0.00006013027,0.0001505356,0.00004796354,0.0000599099,0.00002189553],"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":[0.00002854424,0.00002536723,0.000146624,0.00005221837,0.000002144335,0.00003240136,0.00002265725,0.0007083847,0.9956453,0.00006221076,0.00002432542,0.003249953],"study_design_scores_gemma":[0.00000493972,0.0005486071,0.00231872,0.000006110453,0.000006375079,0.00005920108,0.00001474617,0.003669306,0.9926616,0.00001064269,0.000693643,0.000006086427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912181,0.000293171,0.006942377,0.00002126811,0.00001147405,0.0000400826,0.00006003469,0.00008715816,0.001326296],"genre_scores_gemma":[0.9806122,0.0003825399,0.01738507,0.00001564797,0.000004361075,0.00002366188,0.00007644213,0.00002222061,0.001477883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008235297,"threshold_uncertainty_score":0.002754986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014756564495383,"score_gpt":0.1935864420310986,"score_spread":0.1834388763861448,"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."}}