{"id":"W4401774723","doi":"10.1007/s44282-024-00068-2","title":"Lessons from Canada for green procurement strategy design","year":2024,"lang":"en","type":"article","venue":"Discover Global Society","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West; Simon Fraser University","funders":"","keywords":"Procurement; Business; Sustainable design; Architectural engineering; Engineering; Sustainability; Marketing; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002082927,0.0002191266,0.0001608923,0.00001397406,0.0001821866,0.0007448338,0.0003059568,0.00007211166,0.0001466544],"category_scores_gemma":[0.00002094424,0.0001874403,0.0001924133,0.0003677192,0.00002968432,0.001017487,0.0001168419,0.00008783714,0.00004067096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003586726,"about_ca_system_score_gemma":0.0007601964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7120002,"about_ca_topic_score_gemma":0.2433657,"domain_scores_codex":[0.9986119,0.000005273777,0.0002027289,0.0003765778,0.000365723,0.0004377764],"domain_scores_gemma":[0.9996366,0.00003098986,0.00006527729,0.0001623709,0.00007962833,0.0000251287],"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":[0.00001880151,0.00003972498,0.001469253,0.0002178232,0.0002542977,0.000003449424,0.00006623835,0.00009709126,0.00007040931,0.1281645,0.8607181,0.008880382],"study_design_scores_gemma":[0.0005704198,0.00001211116,0.00441899,0.00008658766,0.0001847649,3.692185e-7,0.0004636708,0.01345463,0.00005963159,0.05461394,0.9256721,0.0004627623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2105961,0.02257591,0.2527739,0.2365978,0.01417023,0.01178386,0.009531197,0.003352608,0.2386185],"genre_scores_gemma":[0.9890101,0.00001910753,0.0003731996,0.00585778,0.003064981,0.00005968165,0.0003956513,0.00002792644,0.001191594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.778414,"threshold_uncertainty_score":0.7704409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664340772889188,"score_gpt":0.2863832416254669,"score_spread":0.239739833896575,"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."}}