{"id":"W4307648069","doi":"10.1016/j.cosust.2022.101218","title":"Slow-onset events (SOEs) and future sustainability","year":2022,"lang":"en","type":"article","venue":"Current Opinion in Environmental Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Centre for International Governance Innovation; Centre for Global Health Research; University of Waterloo; York University","funders":"","keywords":"Sustainability; Social sustainability; Business; Sustainable development; Scale (ratio); Point (geometry); Climate change; Environmental resource management; Natural resource economics; Environmental economics; Economics; Political science; Ecology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001828966,0.000157982,0.0001706148,0.0001064175,0.001239125,0.00002971516,0.0003423669,0.00006996007,0.002287425],"category_scores_gemma":[0.0001589268,0.0001846859,0.00007627925,0.0002878904,0.0004835088,0.0002416834,0.0006840965,0.0004610074,0.000005167133],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005224003,"about_ca_system_score_gemma":0.0001731126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004992087,"about_ca_topic_score_gemma":0.00007728245,"domain_scores_codex":[0.996842,0.001494152,0.0003261371,0.0004422808,0.0004759034,0.0004195889],"domain_scores_gemma":[0.9991294,0.0001178603,0.0001034017,0.0004628671,0.00002963739,0.0001568933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007469084,0.0008589256,0.861134,0.0001563719,0.00000254037,3.483759e-7,0.02449939,0.00002543,0.000001532603,0.001889027,0.0005317511,0.110826],"study_design_scores_gemma":[0.0002776178,0.00003345852,0.4520187,0.000003170883,0.000002019977,8.600234e-7,0.1186201,0.00003322186,1.860296e-7,0.007597378,0.4212854,0.0001279254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824355,0.001867662,0.00001250673,0.01221331,0.001679356,0.001339989,0.0001057839,0.00005561719,0.0002902391],"genre_scores_gemma":[0.9912681,0.007724483,0.000009192434,0.00004091904,0.0002462421,0.0003662119,0.0002411494,0.00001104942,0.00009265132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4207536,"threshold_uncertainty_score":0.9986246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241930231198437,"score_gpt":0.4164265955032923,"score_spread":0.2922335723834485,"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."}}