{"id":"W4416404960","doi":"10.1016/j.egycc.2025.100224","title":"Net-zero for Canada: An open-method modeling approach","year":2025,"lang":"en","type":"article","venue":"Energy and Climate Change","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Pierre Elliott Trudeau Foundation","keywords":"Comparability; Greenhouse gas; Software deployment; System dynamics; Consumption (sociology); Climate change; Policy analysis; Representation (politics); Production (economics)","routes":{"ca_aff":false,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001880359,0.0008273933,0.0006969509,0.001379421,0.001573191,0.002451657,0.002758547,0.001745401,0.009306051],"category_scores_gemma":[0.004247292,0.0004945155,0.001253151,0.001507723,0.0007858928,0.0008589064,0.001420311,0.0015183,0.000397507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01335554,"about_ca_system_score_gemma":0.02206638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8654832,"about_ca_topic_score_gemma":0.8356925,"domain_scores_codex":[0.9993948,0.0002358375,0.00001774081,0.00007636536,0.0001246205,0.0001505885],"domain_scores_gemma":[0.9971615,0.001484966,0.0001756993,0.0001192693,0.0009143684,0.0001442764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004712416,0.00004578647,0.002366456,0.00005462293,0.00004466011,0.00007027248,0.00007518171,0.9447003,0.0001554004,0.04226844,0.00514494,0.005026762],"study_design_scores_gemma":[0.00001825549,0.000006508701,0.0004535532,0.00001532263,0.00001444768,0.000006373116,0.00007058248,0.9874817,0.00006941542,0.006581998,0.005265413,0.00001643933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2852288,0.001487571,0.4798049,0.008879718,0.0004410386,0.0009623545,0.03644748,0.002513958,0.1842342],"genre_scores_gemma":[0.8270658,0.0008962358,0.136265,0.0005897439,0.00009087577,0.0009472119,0.007374309,0.0004709232,0.02629996],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9972414,"threshold_uncertainty_score":0.270618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1729806933244542,"score_gpt":0.3015138895351522,"score_spread":0.128533196210698,"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."}}