{"id":"W4232272640","doi":"10.36019/9781684483044-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Rutgers University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","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":[0.0001102414,0.0006817721,0.0007368548,0.000365914,0.0002240953,0.00009284283,0.0008001557,0.0007643928,0.004233633],"category_scores_gemma":[0.000007026717,0.0008954194,0.000553234,0.000009815692,0.0003727686,0.0001363045,0.0007096321,0.0008788313,0.004578226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006173287,"about_ca_system_score_gemma":0.0002275336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001563332,"about_ca_topic_score_gemma":0.000004705701,"domain_scores_codex":[0.9975869,0.00007629281,0.0002457125,0.0009564559,0.0006183962,0.0005162662],"domain_scores_gemma":[0.9978284,0.00007665264,0.0003475515,0.001194786,0.0002429074,0.0003096867],"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":[0.0002054061,0.00002313791,0.00000164104,0.0001303603,0.001032066,0.00357004,0.0003341775,0.000008602803,0.002224415,0.22888,0.7623572,0.001232881],"study_design_scores_gemma":[0.0007730515,0.00002398334,8.581741e-7,0.0002899527,0.0005533018,0.00002522967,0.00001252862,0.00001019983,0.003005698,0.0002204982,0.994197,0.0008877718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004090672,0.0001861893,0.00007736915,0.00002808676,0.0003615529,0.0003853264,0.0007270288,0.00047024,0.9977601],"genre_scores_gemma":[0.0001846653,0.00001562974,0.0003635508,0.0001627199,0.0001907129,4.955207e-7,0.00021514,0.0002758847,0.9985912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2318397,"threshold_uncertainty_score":0.9993497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252109450282127,"score_gpt":0.1923091280814837,"score_spread":0.167098183053271,"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."}}