{"id":"W4385869234","doi":"10.59962/9780774817196-001","title":"Preface","year":2010,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Philosophy, History, and Historiography","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; International Development Research Centre","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":[],"category_scores_codex":[0.00005897266,0.0001762482,0.0004727232,0.0001057226,0.000595703,0.0001595452,0.0005293728,0.0003626806,0.003992861],"category_scores_gemma":[0.000002537891,0.0004396763,0.0004171017,0.000002179879,0.001763072,0.00009671401,0.0001334083,0.0005991716,0.00002543308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007009386,"about_ca_system_score_gemma":0.00008966454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1875286,"about_ca_topic_score_gemma":0.7103602,"domain_scores_codex":[0.9988457,0.00001484586,0.0001984517,0.0004212882,0.00031246,0.0002072811],"domain_scores_gemma":[0.9988146,0.00002445305,0.0003075858,0.0004328251,0.0002878665,0.0001326274],"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":[0.00005604169,0.00009548913,0.000005275024,0.0004540205,0.0005150893,0.0004155822,0.0134653,1.306097e-7,0.00003543536,0.2285853,0.7385338,0.01783851],"study_design_scores_gemma":[0.0003818969,0.00007923928,0.00001158264,0.0002469071,0.000228346,0.00000870339,0.00007613548,3.090841e-7,5.978448e-7,0.006809236,0.9917241,0.0004329083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001784371,0.0008729532,0.000002309608,0.00000544024,0.001575342,0.0002893649,0.001552669,0.0001388478,0.9953846],"genre_scores_gemma":[0.003133981,0.0001755433,0.00009546842,0.00003413064,0.0007625242,4.875351e-7,0.00004477179,0.00005504247,0.995698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5228315,"threshold_uncertainty_score":0.9998055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035131139485576,"score_gpt":0.1533269743481888,"score_spread":0.132975662953333,"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."}}