{"id":"W4382864534","doi":"10.21832/9781800413184-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","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":[0.0004161722,0.001341131,0.001173446,0.0008531336,0.0002070435,0.0001843183,0.0008764399,0.0008881241,0.006109157],"category_scores_gemma":[0.00003996038,0.001409934,0.0006616606,0.00002055692,0.0004617793,0.0000604358,0.0005406679,0.001367214,0.4422935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489148,"about_ca_system_score_gemma":0.0001460305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005397,"about_ca_topic_score_gemma":0.0001812421,"domain_scores_codex":[0.9953857,0.00004675788,0.00104987,0.001433109,0.001045301,0.001039251],"domain_scores_gemma":[0.9970758,0.0002579624,0.0005910323,0.001538097,0.0001868085,0.0003502846],"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":[0.0001832534,0.00002276194,0.00001652004,0.0003327075,0.0007092952,0.001440612,0.001877355,0.00001348107,0.003334133,0.004526122,0.9679233,0.01962041],"study_design_scores_gemma":[0.001112239,0.0000625291,0.00002767193,0.0008597086,0.0003121832,0.00005375907,0.00005410232,0.00007686249,0.001282461,0.007256798,0.9870394,0.001862248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004502078,0.00004638589,0.00001488816,0.0003174662,0.002130668,0.001009248,0.000905545,0.002800086,0.9923255],"genre_scores_gemma":[0.0008440028,8.696824e-7,0.000469959,0.005468006,0.001036431,0.00006456253,0.000278587,0.002098764,0.9897388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4361844,"threshold_uncertainty_score":0.999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676722048835474,"score_gpt":0.2823104937366153,"score_spread":0.2355432732482605,"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."}}