{"id":"W17972600","doi":"10.1063/1.2011334","title":"Background and Tryout Report for BM2: Underbody Cross Member","year":2005,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ford Motor Company (Canada)","funders":"","keywords":"Benchmark (surveying); Fixture; Addendum; Trimming; Automotive industry; Computer science; Software; Engineering drawing; Mechanical engineering; Engineering; Geology","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":[0.0002575125,0.0001735558,0.0001902507,0.0000699881,0.0000789281,0.0002161074,0.0001184323,0.0001199758,0.0000880353],"category_scores_gemma":[0.000077875,0.0001740803,0.00004162226,0.00008534503,0.00006112276,0.0006087642,0.0000338398,0.0001152096,0.00001451646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005888309,"about_ca_system_score_gemma":0.00001977748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005623347,"about_ca_topic_score_gemma":0.000004536263,"domain_scores_codex":[0.999043,0.000001212104,0.0003158618,0.0002451051,0.0001431014,0.0002517054],"domain_scores_gemma":[0.9994789,0.00003487393,0.00006466262,0.00009970442,0.0002366489,0.00008524892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001627675,0.0001858616,0.1180519,0.002981822,0.0004269391,0.00002042746,0.008239956,0.0002283978,0.2938352,0.4669661,0.02008091,0.08881968],"study_design_scores_gemma":[0.001833869,0.0002467132,0.01748516,0.0002734904,0.0001210336,0.000417593,0.0006050376,0.4746713,0.1011937,0.06968497,0.3317135,0.001753678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9200884,0.00009114562,0.05346187,0.0001994933,0.0001153205,0.0004659501,0.000005705113,0.0009408343,0.02463135],"genre_scores_gemma":[0.984566,0.00002414409,0.01270251,0.00006329203,0.0001364667,0.00008695169,0.00001225209,0.00003794272,0.002370376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4744429,"threshold_uncertainty_score":0.7098786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0571319246443942,"score_gpt":0.3261501893591446,"score_spread":0.2690182647147504,"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."}}