{"id":"W4220687773","doi":"10.21832/9781800410855-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"","field":"","cited_by":1,"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":[0.0004193678,0.001288743,0.001120333,0.0007182634,0.0003935128,0.0001400249,0.001054859,0.0004960508,0.1077396],"category_scores_gemma":[0.00002098835,0.00143964,0.0006871396,0.00001546553,0.0003925059,0.00007986553,0.0009043713,0.001954935,0.0880203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007652325,"about_ca_system_score_gemma":0.0001886603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001540157,"about_ca_topic_score_gemma":0.0000768219,"domain_scores_codex":[0.9952664,0.00008273357,0.001011351,0.001443712,0.001271524,0.0009243056],"domain_scores_gemma":[0.9970877,0.000179819,0.0006956374,0.001610183,0.0001156722,0.0003109644],"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":[0.0003932281,0.00006054443,0.00002251322,0.0002754439,0.0008172879,0.001667008,0.00313695,0.00003434521,0.003503599,0.009551368,0.9567041,0.02383359],"study_design_scores_gemma":[0.0009624118,0.00008244748,0.00000757702,0.0001603396,0.000247585,0.00009950082,0.00005414508,0.00003113027,0.0005457868,0.00203814,0.994321,0.001449915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005516892,0.0001606952,0.000008017938,0.0003157159,0.001675919,0.001058799,0.001194876,0.001074001,0.9939603],"genre_scores_gemma":[0.001716239,8.632811e-7,0.0005994066,0.01029585,0.0006804725,0.0001203958,0.0004002747,0.001432315,0.9847542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0376169,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03231662424996679,"score_gpt":0.2686502827248721,"score_spread":0.2363336584749053,"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."}}