{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002282432,0.001757902,0.001097748,0.002212826,0.001700132,0.004221623,0.001226371,0.001833812,0.913555],"category_scores_gemma":[0.0007483874,0.0008396535,0.0007399882,0.001898339,0.0004538854,0.003269557,0.002656871,0.001879862,0.8907364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005858648,"about_ca_system_score_gemma":0.0005454973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377513,"about_ca_topic_score_gemma":0.008302368,"domain_scores_codex":[0.9998031,0.00001693687,0.000006227684,0.00004726538,0.00008946506,0.00003702398],"domain_scores_gemma":[0.9997099,0.00006457369,0.0000118482,0.00005432804,0.00007810765,0.00008133281],"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":[0.00005275877,0.00005404339,0.00009917604,0.0001531499,0.000004183953,0.0000788273,0.0000807593,0.0001106918,0.0005893611,0.004298986,0.8087292,0.1857488],"study_design_scores_gemma":[0.000009287736,0.00001716376,0.0002246043,0.00007312445,0.000003504669,0.00007564495,0.00006053899,0.00009553011,0.0001741819,0.001066412,0.9981937,0.000006293135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002029856,0.0005575524,0.0004076385,0.0001426545,0.0003210041,0.00002808645,0.0005718092,0.0006733374,0.9970949],"genre_scores_gemma":[0.0002775227,0.0001575863,0.00008397215,0.00007272552,0.00002737792,0.000006995595,0.0002062861,0.0001513966,0.9990162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08644503,"threshold_uncertainty_score":0.1233034,"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."}}