{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007528139,0.0001701686,0.0001491402,0.00001571227,0.0002871315,0.00005355453,0.0002086965,0.00007441482,0.0005266631],"category_scores_gemma":[0.0002544357,0.0001339669,0.00007996754,0.0002063897,0.0005695341,0.0002201676,0.0005721154,0.00006662497,0.00009723417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001705385,"about_ca_system_score_gemma":0.00003803093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005928783,"about_ca_topic_score_gemma":0.00004080566,"domain_scores_codex":[0.9981409,0.0000544696,0.0002459056,0.0006369297,0.0002836624,0.0006381591],"domain_scores_gemma":[0.9993505,0.00002880964,0.00003137632,0.000360073,0.00003145316,0.000197825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001756118,0.0004121502,0.9249308,0.0003627024,0.00001477636,0.00001107065,0.001195032,0.002816211,0.00147573,0.0008810972,0.00460898,0.06311589],"study_design_scores_gemma":[0.0003588431,0.0001623556,0.9407779,0.000001288108,0.00001123239,0.000002684611,0.003660402,0.0005219823,0.0005906105,0.04548014,0.008223864,0.0002087039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919201,0.0000100099,0.0008810897,0.005259223,0.0001363669,0.001139805,0.00002372221,0.000115437,0.0005142933],"genre_scores_gemma":[0.998228,0.000008493335,0.0002758831,0.0002612974,0.00002638239,0.0002088335,0.00002308723,0.00000738972,0.0009606537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06290719,"threshold_uncertainty_score":0.5766592,"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."}}