{"id":"W4235996380","doi":"10.21832/9781873150917-fm","title":"Frontmatter","year":2004,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada","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":[0.0002765387,0.00147922,0.00120392,0.0006512437,0.0002059648,0.0001811472,0.0008586677,0.000946399,0.01720753],"category_scores_gemma":[0.00002086025,0.001544425,0.0006830769,0.00001232333,0.000578198,0.0000764978,0.0003721904,0.001446801,0.1835734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009026964,"about_ca_system_score_gemma":0.0003202996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625492,"about_ca_topic_score_gemma":0.0001094678,"domain_scores_codex":[0.9954801,0.00003545544,0.001067298,0.001420657,0.0009897462,0.00100671],"domain_scores_gemma":[0.99712,0.0001043665,0.00066017,0.001533382,0.0001938415,0.0003882686],"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":[0.0009800895,0.0001998563,0.00005201107,0.001443291,0.002478151,0.004883972,0.009511759,0.0001775787,0.01730604,0.0493305,0.8520347,0.06160198],"study_design_scores_gemma":[0.002354302,0.00009906047,0.00001889987,0.001382714,0.0003883141,0.0001138229,0.0000374079,0.00001670671,0.003717416,0.02110418,0.9684427,0.002324421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007508901,0.000137311,0.00003192301,0.0002960145,0.001206531,0.001089188,0.0005620106,0.001174136,0.994752],"genre_scores_gemma":[0.00816273,6.404815e-7,0.001471349,0.008757273,0.0009299552,0.00004413049,0.000194389,0.001411894,0.9790276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1663659,"threshold_uncertainty_score":0.9997957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02915633068100917,"score_gpt":0.2675715857479908,"score_spread":0.2384152550669816,"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."}}