{"id":"W6992893262","doi":"","title":"Municipal Social Procurement Policies in Canada: An Environmental Scan and Recommendations for Hamilton","year":2024,"lang":"en","type":"report","venue":"MacSphere (McMaster University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Purchasing; Purchasing power; Social policy; Process (computing); Chief procurement officer; Local community","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":[0.005086015,0.0003817114,0.0004236014,0.004054538,0.01907397,0.01077596,0.002557391,0.001932665,0.009655706],"category_scores_gemma":[0.01017311,0.000606889,0.0004631167,0.01499271,0.004183219,0.002772691,0.003449959,0.002031822,0.0004018582],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2394357,"about_ca_system_score_gemma":0.5257164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997244,"about_ca_topic_score_gemma":0.9989723,"domain_scores_codex":[0.9922398,0.0007807208,0.0002751489,0.0002065482,0.00299198,0.003505793],"domain_scores_gemma":[0.9831092,0.002498692,0.0007565106,0.0002492807,0.0102524,0.00313396],"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":[0.0001835857,0.0003925379,0.1383207,0.003583176,0.0000851876,0.002547111,0.06048385,0.002971586,0.001113856,0.1468213,0.4481009,0.1953962],"study_design_scores_gemma":[0.00003316955,0.00005156268,0.1547031,0.002167158,0.00007031234,0.0001525006,0.244262,0.0008246057,0.000581002,0.003751217,0.5932809,0.0001225024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3064829,0.04330037,0.0009013813,0.390408,0.0005342152,0.0008567227,0.007228198,0.0002069623,0.2500813],"genre_scores_gemma":[0.7994822,0.05344373,0.005948305,0.02669832,0.0001257584,0.0005863632,0.003131686,0.0001058929,0.1104777],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2394357,"threshold_uncertainty_score":0.8821467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04417182311270204,"score_gpt":0.2561472600076334,"score_spread":0.2119754368949313,"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."}}