{"id":"W4396757841","doi":"10.18574/nyu/9781479827541.003.0001","title":"Frontmatter","year":2024,"lang":"en","type":"book-chapter","venue":"New York University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; 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":[0.00007544869,0.0007194458,0.0006051297,0.0004575031,0.0001456892,0.0001409579,0.0009903627,0.0008143765,0.00331075],"category_scores_gemma":[0.000002394583,0.0008571306,0.0004909541,0.00001089745,0.000243366,0.00009525658,0.0007582615,0.00117147,0.03846731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005898808,"about_ca_system_score_gemma":0.0002658701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009490865,"about_ca_topic_score_gemma":0.0001676679,"domain_scores_codex":[0.9977039,0.00002538363,0.0002319534,0.0009769913,0.0005853609,0.0004764817],"domain_scores_gemma":[0.9981914,0.00005364695,0.0002175104,0.001045644,0.0000759652,0.0004158151],"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":[0.00008778236,0.000003355508,3.412386e-7,0.00005694046,0.0003266082,0.0005049133,0.0002461693,0.000002495635,0.00002900525,0.4097563,0.5880432,0.0009429122],"study_design_scores_gemma":[0.000613817,0.00003778017,0.000001186347,0.0005104854,0.0009129773,0.00002094353,0.00002561858,0.00001250812,0.00007223715,0.004897633,0.9920847,0.0008100523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004038982,0.0006326567,0.00005134243,0.00004823713,0.0006864119,0.0004890538,0.000753927,0.001127631,0.9962067],"genre_scores_gemma":[0.00005307837,0.000005921711,0.0002963754,0.0001286679,0.0006351574,3.079476e-7,0.00009130967,0.0003815726,0.9984076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4048586,"threshold_uncertainty_score":0.9993879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0368364303490509,"score_gpt":0.2047246661277817,"score_spread":0.1678882357787308,"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."}}