{"id":"W4410471541","doi":"10.1080/25741292.2025.2506261","title":"Buy Canadian: policy options for localizing federal public procurement","year":2025,"lang":"en","type":"article","venue":"Policy Design and Practice","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Procurement; Business; Public policy; Public administration; Political science; Economics; Marketing; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04301473,0.0006428944,0.000578694,0.004322155,0.01430781,0.01988888,0.004224365,0.006447892,0.02075162],"category_scores_gemma":[0.0647727,0.00109384,0.0009649397,0.007919027,0.006678617,0.008678471,0.006324321,0.005371995,0.001633179],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1429778,"about_ca_system_score_gemma":0.3737611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9629126,"about_ca_topic_score_gemma":0.9820598,"domain_scores_codex":[0.959546,0.01583797,0.001374017,0.002178761,0.01234783,0.008715519],"domain_scores_gemma":[0.9199782,0.02593577,0.002431463,0.006927419,0.03746164,0.007265435],"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":[0.0001880175,0.0001717166,0.008919207,0.0005786339,0.00006505119,0.0002041263,0.005688099,0.00271817,0.001109833,0.6322995,0.2586628,0.08939483],"study_design_scores_gemma":[0.0001574488,0.00009450675,0.01287217,0.001243939,0.0001009643,0.0000740353,0.0158566,0.002279476,0.001424921,0.03339295,0.9322223,0.0002807413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03057513,0.005511094,0.02581893,0.3705842,0.001485253,0.002770408,0.003756813,0.001550348,0.5579478],"genre_scores_gemma":[0.5111433,0.00765908,0.1087688,0.182221,0.0004582179,0.003026266,0.00356828,0.0005595682,0.1825954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1429778,"threshold_uncertainty_score":0.9940242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07804697386478736,"score_gpt":0.3391016314043431,"score_spread":0.2610546575395557,"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."}}