{"id":"W4244564388","doi":"10.1007/978-3-662-53120-4_300268","title":"Forging Roll","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Forging; Materials science; Metallurgy","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":["insufficient_payload"],"category_scores_codex":[0.0000402949,0.0001688677,0.0002027625,0.00005888912,0.00001416468,0.00001785221,0.00008033472,0.0001833412,0.00674048],"category_scores_gemma":[0.000001170291,0.0001547504,0.00007317241,0.000003773339,0.000005550646,0.00005656908,0.00002641408,0.0001172292,0.003559462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002108075,"about_ca_system_score_gemma":0.000008172443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000140237,"about_ca_topic_score_gemma":0.000003519193,"domain_scores_codex":[0.9995693,6.056887e-7,0.0001362929,0.00009619731,0.00007139517,0.0001262385],"domain_scores_gemma":[0.9997587,0.000009383137,0.00001614493,0.0001772038,0.000007945153,0.00003065477],"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":[0.000002627078,5.660367e-7,2.160916e-7,0.0002484521,0.0000949831,0.000008576743,0.00001855298,0.0008076641,0.0008768511,0.9879197,0.004061415,0.005960408],"study_design_scores_gemma":[0.00006346267,0.000005924744,4.47286e-7,0.00006694378,0.00001869723,0.000004974494,9.042459e-7,0.0007934892,0.0007439004,0.007179236,0.9908928,0.0002292492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005318126,0.0001726323,0.001000017,0.000003562401,0.001565497,0.0000906502,0.00000387971,0.0003311271,0.9967794],"genre_scores_gemma":[0.005254693,0.000102647,0.0003294917,0.00003112723,0.0001955905,0.000001170925,0.0000205057,0.00007637693,0.9939884],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9868314,"threshold_uncertainty_score":0.9972164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009398030591109635,"score_gpt":0.168827823103421,"score_spread":0.1594297925123113,"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."}}