{"id":"W4386312991","doi":"10.1515/9781772120622-fm","title":"Frontmatter","year":2015,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","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":["insufficient_payload"],"category_scores_codex":[0.0001154926,0.000464264,0.0006966745,0.0002347606,0.00008282495,0.00001527163,0.0008937752,0.0005609765,0.005889731],"category_scores_gemma":[0.00001173345,0.0005849861,0.0003043678,0.000003654948,0.0005265088,0.0001000844,0.0005695581,0.0004300129,0.009034145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002120367,"about_ca_system_score_gemma":0.0001614152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02101248,"about_ca_topic_score_gemma":0.008468529,"domain_scores_codex":[0.9983436,0.00003537374,0.0002232553,0.0005388641,0.0005534791,0.0003054034],"domain_scores_gemma":[0.9978159,0.0001126152,0.0005009535,0.0009697839,0.0003392636,0.0002614955],"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":[0.0002994614,0.00001816061,0.000005334131,0.00008136351,0.000510503,0.00006862078,0.00260861,0.000009198044,0.00004785747,0.115969,0.8797534,0.000628552],"study_design_scores_gemma":[0.0009393567,0.00006187959,0.000003862991,0.0002212676,0.0004558417,0.000008559477,0.00003654914,0.00001857338,0.00006729016,0.001650745,0.9959911,0.0005450351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005009404,0.000131438,0.00002103968,0.00001959222,0.0001377086,0.0003676772,0.0002694538,0.00008349499,0.9989195],"genre_scores_gemma":[0.0004300283,0.000003140523,0.0002780576,0.00002718051,0.00007088525,1.044878e-7,0.0001008963,0.0001575196,0.9989322],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1162377,"threshold_uncertainty_score":0.9996601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095885828305751,"score_gpt":0.2079323364699873,"score_spread":0.1669734781869298,"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."}}