{"id":"W4256463324","doi":"10.3138/9781442688414-fm","title":"Frontmatter","year":2008,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Pacific and Southeast Asian Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007474358,0.00016103,0.0003343835,0.00001304234,0.000450659,0.000007180609,0.00034264,0.0002653412,0.002357471],"category_scores_gemma":[0.000004298925,0.0001945322,0.0001949285,3.253244e-7,0.0008757417,0.00007034717,0.000122839,0.0001138261,0.0001039291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921546,"about_ca_system_score_gemma":0.0001064469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1162581,"about_ca_topic_score_gemma":0.05407779,"domain_scores_codex":[0.9991265,0.00003532452,0.0001019076,0.0002205337,0.0003236209,0.0001921234],"domain_scores_gemma":[0.9993798,0.00002966889,0.0001621969,0.0002239698,0.0001044142,0.0001000155],"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":[0.00007436497,0.00001361091,0.00001507526,0.00003200129,0.0003362984,0.00007685115,0.2913293,2.289251e-7,0.000001541158,0.1856321,0.5114161,0.0110725],"study_design_scores_gemma":[0.0001630771,0.00001452969,0.00001965673,0.00005508718,0.00006451601,4.985939e-7,0.002576083,3.085769e-7,9.519556e-7,0.000168092,0.9967521,0.0001851263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003530977,0.002553557,0.00004034548,0.00003107875,0.0001682866,0.0001707105,0.00007141861,0.00005906101,0.996902],"genre_scores_gemma":[0.0006948232,0.0008570935,0.0001677285,0.00001458415,0.0001375184,9.379819e-8,0.000003258966,0.00001305891,0.9981118],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4853359,"threshold_uncertainty_score":0.9985545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151374654555344,"score_gpt":0.2254303708082582,"score_spread":0.1939166242627048,"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."}}