{"id":"W4246440253","doi":"10.1007/978-3-662-53120-4_300597","title":"Section Bending","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Section (typography); Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004617959,0.0001436081,0.0001428681,0.0001442127,0.00001223544,0.00001459973,0.00005528895,0.0002330402,0.002630904],"category_scores_gemma":[0.000002232957,0.0001462217,0.00006677373,0.000008777074,0.00000474187,0.00006833608,0.00001356468,0.000184702,0.0006930215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000775778,"about_ca_system_score_gemma":0.000004737056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000013487,"about_ca_topic_score_gemma":0.000002002935,"domain_scores_codex":[0.9995753,7.898092e-7,0.0001444662,0.00009708529,0.0001076499,0.00007469705],"domain_scores_gemma":[0.9997488,0.00001671396,0.0000228489,0.0001765238,0.00001557413,0.00001956771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.755749e-7,5.774665e-7,0.000003162878,0.0001246312,0.00004644288,0.000001044087,0.00001148857,0.0008492566,0.0004721465,0.973838,0.01232733,0.01232525],"study_design_scores_gemma":[0.00003777633,0.00001386985,0.000004181823,0.00008209562,0.00001650249,0.000003667782,5.599045e-7,0.00503516,0.002666346,0.02894382,0.9629152,0.0002807627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005048904,0.00007371813,0.006643179,0.000001843265,0.0008742568,0.0001360009,0.000003556909,0.001602547,0.9906144],"genre_scores_gemma":[0.01350623,0.00005244779,0.00125012,0.00001290818,0.0002049613,0.000001597269,0.00002785617,0.00008250477,0.9848614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9505879,"threshold_uncertainty_score":0.9982808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520899910492445,"score_gpt":0.215370649463508,"score_spread":0.2001616503585835,"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."}}