{"id":"W4251966441","doi":"10.32920/ryerson.14644578.v1","title":"Pro-Cure or Faux-Cure? A Comparative Analysis of Aboriginal Procurement Initiatives","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; University of Guelph-Humber","funders":"","keywords":"Procurement; Indigenous; Capacity building; Business; Imperfect; Socioeconomic status; Public relations; Economic growth; Political science; Marketing; Economics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005956204,0.0007154134,0.001624464,0.001869548,0.0001624914,0.0009054668,0.0008899937,0.0003177876,0.004230991],"category_scores_gemma":[0.00009253545,0.0005482417,0.0006284704,0.003508549,0.0001514955,0.001514586,0.0009943416,0.0006582129,0.00004969884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001180988,"about_ca_system_score_gemma":0.000741531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603671,"about_ca_topic_score_gemma":0.003151442,"domain_scores_codex":[0.9963874,0.00005249055,0.001039142,0.0009482761,0.0009951071,0.0005776446],"domain_scores_gemma":[0.9962891,0.00006707575,0.00141141,0.0007199988,0.001471239,0.00004118896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001527947,0.005952219,0.1960387,0.01450525,0.05839565,0.0001465119,0.01558916,0.004080615,0.0008466128,0.558787,0.1412086,0.002921651],"study_design_scores_gemma":[0.004062503,0.000165344,0.1099803,0.001837201,0.02504507,0.000002955528,0.01011832,0.04914581,0.002052265,0.00526616,0.7875339,0.004790248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3194388,0.001598992,0.005480282,0.007960367,0.001580799,0.004627232,0.0002603641,0.0007712595,0.6582819],"genre_scores_gemma":[0.9917919,0.0001516128,0.001245823,0.001535867,0.001341048,0.0003891162,0.001632726,0.00003533364,0.001876594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6723531,"threshold_uncertainty_score":0.9996969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07857174327369885,"score_gpt":0.3627141379641948,"score_spread":0.2841423946904959,"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."}}