{"id":"W4245626157","doi":"10.7591/9781501738098-fm","title":"Frontmatter","year":2019,"lang":"en","type":"book-chapter","venue":"Cornell University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CARE Canada","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":[0.0001114671,0.0006833947,0.0006958827,0.000263056,0.0001195367,0.00005865211,0.001088145,0.0007654478,0.003132858],"category_scores_gemma":[0.000004391744,0.0008431099,0.0004206043,0.000005371196,0.0003290679,0.0001277946,0.0008074815,0.0008484258,0.04481035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004823831,"about_ca_system_score_gemma":0.0001713932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001199344,"about_ca_topic_score_gemma":0.00002309884,"domain_scores_codex":[0.997893,0.0000507544,0.0002304344,0.0009998336,0.0003477372,0.0004782896],"domain_scores_gemma":[0.9975388,0.00008393255,0.0004136297,0.001525266,0.0002019024,0.0002364914],"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":[0.0003146594,0.00001505416,0.00001571371,0.0001259189,0.0003797633,0.0005166814,0.0001535233,0.00004090117,0.0001053379,0.4602592,0.5376151,0.000458154],"study_design_scores_gemma":[0.0009779613,0.00005158462,0.00002032054,0.0001895249,0.0004507985,0.00001402671,0.00001379581,0.00008835519,0.00009679766,0.001021169,0.9961741,0.0009015645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000655658,0.00009666492,0.0001961386,0.00000249331,0.0004790989,0.0007310404,0.0008073128,0.000465999,0.9971557],"genre_scores_gemma":[0.001455898,0.000007063875,0.00005692517,0.0001261471,0.0001592555,2.587107e-7,0.0001278541,0.0002976363,0.9977689],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.459238,"threshold_uncertainty_score":0.999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.043073473578025,"score_gpt":0.1851324015760137,"score_spread":0.1420589279979887,"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."}}