{"id":"W4405962295","doi":"10.1109/smart63170.2024.10815307","title":"Beyond Smart: Rethink Sustainability for Climate Change","year":2024,"lang":"en","type":"article","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainability; Climate change; Computer science; Environmental resource management; Environmental science; Geology; Ecology; Oceanography","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":[0.003444455,0.000554189,0.0003040133,0.0008737763,0.002575778,0.005940385,0.00135641,0.002038664,0.007210627],"category_scores_gemma":[0.004124341,0.0001856358,0.0006544792,0.0009054271,0.008144758,0.008890171,0.006265439,0.002866142,0.0009874612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002677894,"about_ca_system_score_gemma":0.003605538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002144712,"about_ca_topic_score_gemma":0.005562041,"domain_scores_codex":[0.9983499,0.0008025489,0.00004014539,0.0001920241,0.0004022406,0.0002131274],"domain_scores_gemma":[0.998229,0.0007970654,0.0001130634,0.0003607429,0.0003129965,0.0001872768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005083313,0.00009037422,0.00217843,0.0004378662,0.000033189,0.0001644338,0.006452761,0.004124225,0.0021228,0.817102,0.01376556,0.1534777],"study_design_scores_gemma":[0.000009417955,0.00008468153,0.001472439,0.0004145608,0.000030079,0.0001106957,0.007458175,0.002222093,0.002764647,0.509504,0.475888,0.00004126721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09897116,0.0263119,0.2211382,0.1391168,0.006713081,0.0002267165,0.0003342754,0.001383821,0.5058039],"genre_scores_gemma":[0.8859299,0.01399942,0.06136536,0.01198967,0.0008894854,0.0001824698,0.0001764355,0.0004379303,0.02502941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007210627,"threshold_uncertainty_score":0.024122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478171706206965,"score_gpt":0.2597279088494251,"score_spread":0.2449461917873554,"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."}}