{"id":"W4285564118","doi":"10.18574/nyu/9781479895113.003.0001","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"New York University Press 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":["insufficient_payload"],"category_scores_codex":[0.00004976182,0.0007018093,0.0007080362,0.0002310187,0.0001772026,0.000081296,0.001177509,0.0007208132,0.002765539],"category_scores_gemma":[0.000005810851,0.0008911692,0.0004365887,0.000009697826,0.0002286291,0.0001022155,0.0007181488,0.001045359,0.01731813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000414138,"about_ca_system_score_gemma":0.0003065703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006671601,"about_ca_topic_score_gemma":0.00008414259,"domain_scores_codex":[0.997748,0.00004759597,0.0002366605,0.0009446527,0.0006029344,0.0004201501],"domain_scores_gemma":[0.9979383,0.00005490275,0.0003713262,0.0009196969,0.00008269589,0.0006330282],"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":[0.0002282606,0.000004406616,0.000001239808,0.00003454108,0.0002858029,0.0004123194,0.0003066241,0.000002904025,0.00006131934,0.2673764,0.7299545,0.001331634],"study_design_scores_gemma":[0.00116086,0.00005699575,0.000003495281,0.0001789353,0.0005520296,0.000009980307,0.00002474921,0.00001184273,0.0001093211,0.0009658496,0.9961006,0.0008253505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002536703,0.0001548408,0.0001809983,0.000102006,0.0002756183,0.0005333425,0.0006039173,0.0008290914,0.9973177],"genre_scores_gemma":[0.00009862514,0.000003392248,0.0006951527,0.0004553667,0.0005932649,2.21481e-7,0.0001171182,0.0003002925,0.9977366],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2664106,"threshold_uncertainty_score":0.9993539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477126915816694,"score_gpt":0.1972189575926717,"score_spread":0.1524476884345047,"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."}}