{"id":"W7022485765","doi":"","title":"9780472902422.pdf","year":2021,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Jackman Humanities Institute, University of Toronto","keywords":"Eugenics; Context (archaeology); Population; Identity (music); Categorization; Indigenous; Perception; Embodied cognition","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002515825,0.0003592506,0.000333522,0.0002608812,0.0002572368,0.001001654,0.003053994,0.0002594873,0.7405394],"category_scores_gemma":[0.00009449317,0.00027926,0.0001532631,0.0007717822,0.0001863628,0.0003371023,0.0008358982,0.0003624345,0.8293802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009991249,"about_ca_system_score_gemma":0.0002253601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008650422,"about_ca_topic_score_gemma":0.00008603613,"domain_scores_codex":[0.9978934,0.0001133985,0.0003482063,0.0007598998,0.000524946,0.0003601841],"domain_scores_gemma":[0.9971169,0.0001219733,0.0004398089,0.002170835,0.00008333098,0.00006716132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[7.565054e-7,0.00003224872,0.00003297525,0.00001753903,0.00005834675,0.000005606034,0.00003262041,5.234318e-7,0.00004578101,0.07664219,0.014255,0.9088764],"study_design_scores_gemma":[0.0001753431,0.00001801946,0.0002430468,0.00007554824,0.00002076002,0.00001304732,0.0000481802,0.0001748458,0.0001934066,0.005089648,0.9935954,0.0003527155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002603224,0.00001902081,0.05603125,0.0075091,0.001165684,0.0004426227,6.200659e-9,0.001038994,0.9337907],"genre_scores_gemma":[0.000553804,0.0002909011,0.009447181,0.0006578907,0.000256751,0.0001653476,0.0002119034,0.0001505358,0.9882657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9793404,"threshold_uncertainty_score":0.999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992742416035246,"score_gpt":0.2639188037139476,"score_spread":0.2439913795535952,"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."}}