{"id":"W4321272088","doi":"10.1515/9780271091280-fm","title":"Frontmatter","year":2008,"lang":"ru","type":"book-chapter","venue":"Penn State University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0002800003,0.001978656,0.001804588,0.001011209,0.001148189,0.0001915171,0.002265436,0.001013883,0.00529432],"category_scores_gemma":[0.00001336788,0.002608135,0.00102045,0.00002527611,0.002016587,0.000528528,0.002221168,0.002170759,0.03502469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375566,"about_ca_system_score_gemma":0.0004138784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714577,"about_ca_topic_score_gemma":0.0002687083,"domain_scores_codex":[0.9934307,0.00032113,0.0008043531,0.002258302,0.001481293,0.001704266],"domain_scores_gemma":[0.9943805,0.0002340296,0.001320129,0.002318536,0.0007189914,0.001027823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003815272,0.0002697977,0.0000764022,0.0006814519,0.004769759,0.02241797,0.01155398,0.0001141697,0.0006829588,0.1058544,0.8429703,0.006793625],"study_design_scores_gemma":[0.003255571,0.0001779082,0.00009146222,0.0005714247,0.001049348,0.0001159578,0.0001662053,0.0001021811,0.0004077749,0.0001493995,0.9913623,0.002550491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001305403,0.0003713098,0.0001681233,0.00003019182,0.000612921,0.001675132,0.007979856,0.0006968455,0.9871602],"genre_scores_gemma":[0.002336516,0.0007316112,0.0005678051,0.0001367984,0.0001835521,0.000001470287,0.0003577018,0.0006883639,0.9949962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.148392,"threshold_uncertainty_score":0.9992957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267019145349033,"score_gpt":0.2007300596362587,"score_spread":0.1680598681827684,"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."}}