{"id":"W1600181891","doi":"10.4271/2001-01-3047","title":"Static and Dynamic Denting of Paint Baked AA6111 Panels: Comparison of Finite Element Predictions and Experiments","year":2001,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Materials science; Structural engineering; Mechanical engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005354529,0.0004752644,0.0008738618,0.0002806215,0.0001529808,0.00003861772,0.0003295421,0.0003497016,0.0001450944],"category_scores_gemma":[0.0003918551,0.0004520241,0.0001604528,0.0004574654,0.00068293,0.0003140855,0.0002338205,0.0005241459,0.000003659211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451237,"about_ca_system_score_gemma":0.00002072032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002626663,"about_ca_topic_score_gemma":0.002917348,"domain_scores_codex":[0.9968947,0.00009611702,0.001405411,0.0005182495,0.0005968694,0.0004886443],"domain_scores_gemma":[0.9982929,0.0005011148,0.0002642813,0.0006538344,0.00008529218,0.0002026377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007372003,0.0002536344,0.001771531,0.0002157499,0.00007923394,0.000005345681,0.0001783274,0.0005934244,0.9880602,0.002905173,0.000121243,0.005742465],"study_design_scores_gemma":[0.0007902702,0.001183562,0.9859809,0.0005115538,0.0001295359,0.00002868793,0.0004949076,0.0001947189,0.003990229,0.002680326,0.003472761,0.0005425886],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933146,0.0006402442,0.000134653,0.0001973515,0.00009911613,0.0009086178,0.00005610694,0.001598198,0.003051156],"genre_scores_gemma":[0.989925,0.0007316635,0.008898875,0.0000769703,0.00001730448,0.0001687706,0.00003500295,0.00008288188,0.00006350334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9842093,"threshold_uncertainty_score":0.9997932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159811821992351,"score_gpt":0.2930371952235993,"score_spread":0.2714390770036758,"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."}}