{"id":"W7011851956","doi":"","title":"Novel applications of Canada's National Pollutant Release Inventory in sustainability analysis","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Context (archaeology); Pollutant; Production (economics); Sustainable development; Radionuclide; Environmental impact assessment","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":[0.006407955,0.0006607686,0.000463092,0.005348464,0.00218749,0.007552787,0.001525607,0.0007553977,0.002952407],"category_scores_gemma":[0.01279297,0.0003131976,0.0007314361,0.01017693,0.001560002,0.002168626,0.002799786,0.001714765,0.0003699418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02686404,"about_ca_system_score_gemma":0.05041624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8514176,"about_ca_topic_score_gemma":0.8960769,"domain_scores_codex":[0.9957885,0.001150819,0.0001563459,0.0003754994,0.00218073,0.0003480595],"domain_scores_gemma":[0.9914562,0.003497762,0.0004618429,0.0005577821,0.003764902,0.0002615322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001881969,0.0002061972,0.1049493,0.001056234,0.0003046554,0.0008880951,0.01033834,0.06425632,0.003019459,0.3656341,0.04199578,0.4071633],"study_design_scores_gemma":[0.00005666265,0.0001402645,0.09992898,0.002637581,0.0002967023,0.0004427963,0.02320448,0.257301,0.007082211,0.1095449,0.498992,0.0003723667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2163385,0.0195354,0.2675129,0.0260287,0.0006937456,0.001245372,0.0133551,0.001432285,0.453858],"genre_scores_gemma":[0.6834136,0.01493837,0.2742364,0.00151308,0.0001708187,0.0003731594,0.004233488,0.0003103903,0.02081055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1485824,"threshold_uncertainty_score":0.2989148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003806697216501508,"score_gpt":0.2041615034731111,"score_spread":0.2003548062566096,"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."}}