{"id":"W4408806942","doi":"10.21083/ruralreview.v9i1.8429","title":"Understanding the Benefits of Local Food Procurement: Working with the Public and Private Sector","year":2025,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Procurement; Business; Private sector; Public sector; Food sector; Marketing; Economics; Economic growth; Economy; Agriculture; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006296899,0.0002239112,0.0002857839,0.0001762452,0.0006270205,0.0002717638,0.0002071563,0.00004229064,0.00003029125],"category_scores_gemma":[0.00002015621,0.0001220077,0.00002997266,0.000512586,0.0001315559,0.0003077142,0.0001583423,0.0001955486,0.000004729608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002811236,"about_ca_system_score_gemma":0.0003041464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003924876,"about_ca_topic_score_gemma":0.00330261,"domain_scores_codex":[0.9989259,0.00001344913,0.0004063017,0.0001578191,0.0001914583,0.0003050819],"domain_scores_gemma":[0.9994569,0.0000522291,0.0002830622,0.0001237631,0.00006886578,0.00001522352],"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":[0.00004392555,0.00002008442,0.163461,0.001437155,0.0003695159,0.000001074513,0.003028155,0.00001546734,0.000004937485,0.7792564,0.006380003,0.04598223],"study_design_scores_gemma":[0.0009321081,0.00002216621,0.2264404,0.006869731,0.0001239499,0.000009223721,0.003683956,0.00003864106,0.00002303336,0.002205727,0.7591723,0.00047874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297937,0.01001936,0.001358226,0.04588092,0.0002231315,0.001196586,9.194674e-7,0.00006399275,0.01146313],"genre_scores_gemma":[0.9877561,0.0003426092,0.0001253922,0.01101178,0.0001019617,0.00004620053,0.0000248589,0.00001123851,0.0005798751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7770507,"threshold_uncertainty_score":0.497533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07633124282797764,"score_gpt":0.2514656171028907,"score_spread":0.175134374274913,"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."}}