{"id":"W4392062219","doi":"10.18574/nyu/9781479826247.003.0001","title":"Frontmatter","year":2023,"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":[0.0001020758,0.0006788404,0.0006509415,0.0004757048,0.0002163856,0.00008241207,0.00114929,0.0008428657,0.001821424],"category_scores_gemma":[0.000006732605,0.0008600046,0.0004337105,0.00001426698,0.0002420983,0.00009631048,0.0007693764,0.000924061,0.03874263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004447992,"about_ca_system_score_gemma":0.0002745085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419197,"about_ca_topic_score_gemma":0.0003140541,"domain_scores_codex":[0.9975916,0.00004566994,0.0002419563,0.0009008709,0.0006671149,0.000552778],"domain_scores_gemma":[0.9978492,0.0001000839,0.0003501444,0.001161958,0.00009816344,0.0004404929],"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":[0.0001289818,0.000004076298,0.000001495848,0.00003137881,0.0002933964,0.0004276511,0.0002509611,0.000005972034,0.00002939509,0.2607066,0.736622,0.001498115],"study_design_scores_gemma":[0.001005801,0.00003668731,0.00001012248,0.0002790347,0.0004645661,0.000008234234,0.00003068221,0.000008983399,0.00005319519,0.001765389,0.9955309,0.000806384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005301855,0.00006251123,0.00006884321,0.00003507885,0.0005499938,0.000525172,0.0007143355,0.001614513,0.9964243],"genre_scores_gemma":[0.0000226706,0.00000616055,0.0002789071,0.0001197181,0.0004911372,3.754117e-7,0.0001413016,0.0004480272,0.9984917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2589412,"threshold_uncertainty_score":0.9993851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05614810773187725,"score_gpt":0.2093715551380993,"score_spread":0.153223447406222,"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."}}