{"id":"W4416951441","doi":"10.4018/979-8-3693-9714-5.ch004","title":"Sustainability Reporting in North America","year":2025,"lang":"ng","type":"book-chapter","venue":"","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sustainability; Indigenous; Sustainability reporting; Inclusion (mineral); Corporate social responsibility; Social sustainability; Representation (politics); Corporate governance","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":[0.002217892,0.0003622703,0.0002010636,0.002998975,0.008455844,0.007303691,0.001014539,0.00130916,0.009569115],"category_scores_gemma":[0.003110178,0.000216216,0.0002302499,0.006435839,0.003545177,0.003539162,0.00253745,0.001703284,0.001195033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02611576,"about_ca_system_score_gemma":0.03531843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6741822,"about_ca_topic_score_gemma":0.7460573,"domain_scores_codex":[0.998355,0.0002466474,0.00006830247,0.0002016967,0.0008425479,0.0002858871],"domain_scores_gemma":[0.9980883,0.0004691131,0.0001243501,0.0001081185,0.001085832,0.000124312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001172778,0.00003242199,0.001626047,0.0003631159,0.000004866603,0.0004160841,0.03041888,0.0002359654,0.0003612165,0.4362457,0.2962607,0.2340233],"study_design_scores_gemma":[4.992255e-7,0.000001875823,0.001509484,0.0001758058,0.000001268849,0.00006709842,0.002810087,0.00003562928,0.00007022693,0.003493249,0.9918275,0.000007280662],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01061885,0.06244285,0.001243403,0.03236128,0.003598015,0.00005041506,0.0002728963,0.0001674704,0.8892448],"genre_scores_gemma":[0.15675,0.1151634,0.005290611,0.01208401,0.001397037,0.0001152428,0.0006957932,0.0002190874,0.7082849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6741822,"threshold_uncertainty_score":0.6554731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900190155530247,"score_gpt":0.3229239416524663,"score_spread":0.3039220400971638,"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."}}