{"id":"W4411472844","doi":"10.7771/3067-4883.2022","title":"Indigenous Engagement Role in Sustainable Pipeline Construction: Canadian Insights","year":2025,"lang":"en","type":"article","venue":"CIB Conferences","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Indigenous; Pipeline (software); Environmental planning; Political science; Environmental resource management; Geography; Engineering; Environmental science; Ecology; Mechanical engineering","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":[0.002406149,0.0003958725,0.0003226391,0.002118017,0.01542696,0.006043081,0.001110882,0.00109089,0.009482443],"category_scores_gemma":[0.004426018,0.0002460123,0.0003011938,0.004074925,0.005557546,0.002554168,0.004600986,0.002238936,0.0002857426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1061223,"about_ca_system_score_gemma":0.1330012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937214,"about_ca_topic_score_gemma":0.9972811,"domain_scores_codex":[0.9970881,0.0004964204,0.00005066333,0.0002044556,0.0009564676,0.001203858],"domain_scores_gemma":[0.9974418,0.0005105269,0.0001490945,0.00006406447,0.001102396,0.0007321268],"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":[0.0001809389,0.0002110347,0.06764895,0.000719943,0.00005586541,0.002513392,0.3826604,0.002798338,0.002166692,0.3864404,0.02806354,0.1265405],"study_design_scores_gemma":[0.00002254299,0.00005842217,0.09775431,0.0007745617,0.00007003964,0.0003419882,0.5293884,0.00234486,0.0007680578,0.02178991,0.3465519,0.000134885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4848283,0.004906972,0.003029451,0.03654142,0.0001858516,0.0001417981,0.0006275645,0.00004570377,0.4696929],"genre_scores_gemma":[0.9770803,0.003202033,0.0009112162,0.000741981,0.00001446394,0.00001842397,0.00008313767,0.00002061884,0.01792779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061223,"threshold_uncertainty_score":0.7699745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004984040625362009,"score_gpt":0.2023579336834115,"score_spread":0.1973738930580495,"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."}}