{"id":"W4395100771","doi":"10.25071/rhjy3610","title":"The scarcity of Indigenous representation in Canadian publishing","year":2023,"lang":"en","type":"article","venue":"Canada Watch","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Publishing; Scarcity; Representation (politics); Geography; Political science; Economics; Ecology; Biology; Law; Market economy","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008550347,0.00004391945,0.00006610364,0.00008236379,0.0005347219,0.0009771176,0.0004641693,0.00002516718,0.00002972114],"category_scores_gemma":[0.0005614146,0.00003527454,0.00001533716,0.0001978601,0.0000516823,0.001064477,0.00003872499,0.0002118173,0.000002597493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233676,"about_ca_system_score_gemma":0.001396214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997975,"about_ca_topic_score_gemma":0.9999932,"domain_scores_codex":[0.9991827,0.0000890505,0.0001731377,0.00008194702,0.0002120558,0.0002610995],"domain_scores_gemma":[0.9992277,0.0001779269,0.00005533583,0.0003133291,0.0001407762,0.00008491366],"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":[0.000006057864,0.000008396253,0.1308775,0.0000150046,0.00002098506,0.00001606135,0.06588712,0.0001425693,0.00001908266,0.03670546,0.7515522,0.01474959],"study_design_scores_gemma":[0.00008293713,0.000004550495,0.1017803,0.00001183876,0.000002172351,4.403947e-7,0.009057812,0.0001661152,0.00003042717,0.001781405,0.887016,0.00006597915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123935,0.0001152529,1.173265e-7,0.04138019,0.0004713188,0.0001038171,0.00004330731,0.00002276908,0.0454698],"genre_scores_gemma":[0.9968493,0.00002882219,0.000001718408,0.0001517213,0.00006982728,0.00001100089,0.00009039003,0.000005966279,0.002791235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1354638,"threshold_uncertainty_score":0.9422367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04509064168438746,"score_gpt":0.2357185692918668,"score_spread":0.1906279276074793,"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."}}