{"id":"W7029235856","doi":"","title":"Indigenous Procurement as a Catalyst for Community Building","year":2023,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Indigenous; Prosperity; Government (linguistics); Private sector; Community engagement; Capacity building; Modernization theory; Community organization; Local government","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005877964,0.0002318906,0.0002716082,0.001223605,0.01177683,0.006398107,0.001169979,0.0007396392,0.009348587],"category_scores_gemma":[0.00594003,0.0002112825,0.0002546228,0.0018385,0.006867764,0.003040823,0.01040441,0.00197069,0.0005432905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01791634,"about_ca_system_score_gemma":0.03829859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3337537,"about_ca_topic_score_gemma":0.6206962,"domain_scores_codex":[0.9936452,0.002545802,0.000102186,0.0003568582,0.001115589,0.002234321],"domain_scores_gemma":[0.993754,0.00143809,0.0006041138,0.000450746,0.001335104,0.002417931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001335419,0.0002389557,0.06873689,0.0005272665,0.00003231731,0.001272457,0.7099006,0.0004827518,0.001643991,0.08351617,0.01843983,0.1150753],"study_design_scores_gemma":[0.000008700777,0.00007194117,0.05979116,0.0004444938,0.00001495024,0.0001566532,0.6807125,0.0002873665,0.0008804785,0.006390567,0.2511979,0.00004339578],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7604472,0.001572247,0.002840705,0.01330603,0.0001996997,0.0002936885,0.0002629204,0.00007997038,0.2209975],"genre_scores_gemma":[0.9846682,0.0005921642,0.001071505,0.0004958354,0.00001603311,0.00006772088,0.00006953409,0.00001656296,0.01300237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3337537,"threshold_uncertainty_score":0.6636221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582136976990426,"score_gpt":0.2255811521662382,"score_spread":0.2097597823963339,"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."}}