{"id":"W4393293192","doi":"10.18574/nyu/9780814762462.003.0001","title":"Frontmatter","year":2012,"lang":"en","type":"book-chapter","venue":"New York University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0001031111,0.0007144726,0.0006450312,0.0003308712,0.0002016863,0.00006235939,0.001035812,0.0009004876,0.005692959],"category_scores_gemma":[0.00000332819,0.0008771514,0.0004089484,0.000007120487,0.0002577362,0.0001721853,0.0006153649,0.0009212874,0.02024044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005307226,"about_ca_system_score_gemma":0.000207439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001349,"about_ca_topic_score_gemma":0.0001078668,"domain_scores_codex":[0.9977825,0.00005203662,0.0002300276,0.0006867746,0.0005911066,0.0006576067],"domain_scores_gemma":[0.9976296,0.00006091206,0.0004075453,0.001175346,0.00009199785,0.0006345357],"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":[0.0001596088,0.000009967662,0.000005721489,0.00003014752,0.0002894611,0.00009450145,0.0003857905,0.000001317752,0.00005751411,0.2502737,0.7436761,0.005016112],"study_design_scores_gemma":[0.0009982495,0.00002812988,0.00001399194,0.0001755848,0.0006926056,0.00001558687,0.00001896849,0.000002050914,0.000111471,0.000492178,0.9965866,0.0008645726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008361916,0.0006422348,0.0001153771,0.00001890674,0.0004203198,0.0005096073,0.0004370085,0.0006214179,0.9972268],"genre_scores_gemma":[0.0001663394,0.000007855583,0.0006107897,0.0001458052,0.0008419956,2.755743e-7,0.0000984762,0.0003059685,0.9978225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2529105,"threshold_uncertainty_score":0.9993679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544411978369037,"score_gpt":0.2020592247701883,"score_spread":0.1566151049864979,"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."}}