{"id":"W4366183702","doi":"10.3138/9781487545291-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; Canada Council for the Arts; Ontario Arts Council; Government of Ontario; Yale University; Government of Canada; Georgetown University; University of Southern California","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001789991,0.00173704,0.00088667,0.002027108,0.002512661,0.004655161,0.001093612,0.001483607,0.8873627],"category_scores_gemma":[0.0006370853,0.0008944247,0.0005033121,0.002904432,0.0005513947,0.002380045,0.002301184,0.001488427,0.7917315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002126578,"about_ca_system_score_gemma":0.001649836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04987012,"about_ca_topic_score_gemma":0.2020904,"domain_scores_codex":[0.9998023,0.00001283447,0.000005472946,0.00003965017,0.00009385726,0.00004596605],"domain_scores_gemma":[0.9997103,0.00003849645,0.0000114237,0.00004852703,0.00009834435,0.00009298082],"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":[0.00002274443,0.0000151996,0.00008244651,0.0001185595,0.000002066691,0.00005533513,0.0001243177,0.00006934963,0.000239603,0.003579427,0.9112136,0.08447741],"study_design_scores_gemma":[0.000003463366,0.000005005176,0.0002431074,0.00005205614,0.000001929498,0.00002998215,0.00008530415,0.00003257441,0.00007273338,0.000381568,0.9990889,0.000003426593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002016114,0.0009991066,0.0001906694,0.0001992772,0.0002868935,0.00001981289,0.001101994,0.0004619048,0.9965388],"genre_scores_gemma":[0.0003437391,0.0002360729,0.00005032317,0.0000371938,0.0000159778,0.000003703203,0.0002495059,0.0001013745,0.9989622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1126373,"threshold_uncertainty_score":0.1606633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103533938713665,"score_gpt":0.2083143925343673,"score_spread":0.1772790531472307,"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."}}