{"id":"W4389631757","doi":"10.1017/sus.2023.23","title":"Attitudes toward water resilience and potential for improvement","year":2023,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Canada Research Chairs","keywords":"Transformative learning; Resilience (materials science); Vignette; Perspective (graphical); Anthropocene; Climate change; Sociology; Environmental resource management; Political science; Environmental ethics; Psychology; Social psychology; Environmental science; Ecology; Developmental psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006644917,0.0001518405,0.0001631365,0.0008585525,0.0009527448,0.001672703,0.0003662125,0.0007100266,0.004581249],"category_scores_gemma":[0.0195108,0.0001649147,0.0004416252,0.0006211666,0.002109944,0.00125002,0.001512783,0.001637109,0.0002361833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102629,"about_ca_system_score_gemma":0.0006454887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002309419,"about_ca_topic_score_gemma":0.002981578,"domain_scores_codex":[0.9959941,0.002344325,0.0002445088,0.0001882132,0.0008346969,0.0003941459],"domain_scores_gemma":[0.9804403,0.007573957,0.005833303,0.0008462851,0.002661292,0.00264474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001470498,0.0005179961,0.8706702,0.0003699425,0.0001646912,0.0005395454,0.0740281,0.0007225756,0.001837421,0.004758256,0.003357771,0.0428865],"study_design_scores_gemma":[0.00002181645,0.0004866869,0.8130169,0.0002585583,0.00005881473,0.000300233,0.1682771,0.001280684,0.000858521,0.002898162,0.01246554,0.00007708874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902489,0.0001181211,0.0004296782,0.002219334,0.0000300008,0.00003001556,0.00005032445,0.00000765668,0.006866049],"genre_scores_gemma":[0.9993201,0.00005651281,0.0001722865,0.0001644106,0.000006464755,0.000007919106,0.00001574965,0.000001062156,0.0002555611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006644917,"threshold_uncertainty_score":0.03514212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006327276767462725,"score_gpt":0.2736490315820194,"score_spread":0.2673217548145567,"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."}}