{"id":"W4416208133","doi":"10.1061/joeedu.eeeng-8229","title":"Discussion of “Freshwater CO2 Emissions Impact on Climate”","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Engineering","topic":"Climate Change and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Greenhouse gas; Pollutant; Air pollution; Water pollution; Carbon dioxide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004147145,0.0007450063,0.00049559,0.001156591,0.003940193,0.004799907,0.002831337,0.01163153,0.01181501],"category_scores_gemma":[0.01138295,0.0002682912,0.001785549,0.001293881,0.004161771,0.004432906,0.002562911,0.005586247,0.001020196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003360671,"about_ca_system_score_gemma":0.002853518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217302,"about_ca_topic_score_gemma":0.01191533,"domain_scores_codex":[0.9976534,0.0008030751,0.0001288228,0.0003305121,0.0007866842,0.000297526],"domain_scores_gemma":[0.9963875,0.002238278,0.0001835512,0.0001255637,0.000919539,0.0001455455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002221062,0.00008360554,0.002256154,0.0006011882,0.0001610983,0.002019016,0.002286086,0.006493512,0.004063348,0.7493854,0.2122249,0.02020366],"study_design_scores_gemma":[0.00005147437,0.00006117321,0.004942852,0.0003496433,0.0001068904,0.0003049774,0.002654004,0.002234502,0.005296641,0.2128929,0.7710361,0.0000687115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0240647,0.00561133,0.01137684,0.6705788,0.03052607,0.00008844474,0.0009836495,0.0001275966,0.2566427],"genre_scores_gemma":[0.5044615,0.005817386,0.004928475,0.3570758,0.0328921,0.0002853616,0.0004224734,0.0003043917,0.0938126],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01217302,"threshold_uncertainty_score":0.03952515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007657221054297441,"score_gpt":0.239048488578269,"score_spread":0.2313912675239716,"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."}}