{"id":"W2154348733","doi":"10.4028/www.scientific.net/kem.177-180.517","title":"On Alternative Representation of Forming Limits","year":2000,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Contact Mechanics and Variational Inequalities","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Novelis (Canada); McMaster University","funders":"","keywords":"Representation (politics); Materials science; Computer science","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":[0.0001371268,0.00006623265,0.0001156791,0.00005976561,0.00001684922,0.00005263734,0.0001843534,0.00002112396,0.0001810732],"category_scores_gemma":[0.00004938447,0.00006416583,0.00002217534,0.00008342252,9.675285e-7,0.0002037107,0.00002012251,0.00001975664,0.00002228594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001612086,"about_ca_system_score_gemma":0.000008227267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000533157,"about_ca_topic_score_gemma":2.815787e-7,"domain_scores_codex":[0.9994529,0.00001606987,0.0001861351,0.0001172321,0.0001332277,0.00009439293],"domain_scores_gemma":[0.9996274,0.0001016072,0.00004858569,0.0001707599,0.00003117775,0.00002047576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005821521,0.000009724278,7.685846e-7,0.000012308,0.00001035859,0.0000013475,0.0004097318,0.003955753,0.1677771,0.8263091,0.00001702888,0.001490928],"study_design_scores_gemma":[0.0001931883,0.00007307004,0.0004574303,0.00006600046,0.000002877661,0.000002572587,0.000004491213,0.04386424,0.9428351,0.01205429,0.0003299412,0.0001167997],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.843382,0.000008716595,0.1549952,0.0000977981,0.000553959,0.00008967293,0.00001280719,0.0000770616,0.0007827598],"genre_scores_gemma":[0.9946445,0.00001057124,0.00504793,0.00003084918,0.00006451007,0.00001070118,0.000004718376,0.000005832886,0.0001803891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8142548,"threshold_uncertainty_score":0.2616606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652933428350598,"score_gpt":0.2539315049907752,"score_spread":0.2274021707072692,"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."}}