{"id":"W4411634471","doi":"10.1016/j.jenvman.2025.126118","title":"Behavioural insights and environmental sustainability: Key findings and policy implications from a systematic review","year":2025,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; York University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Key (lock); Systematic review; Environmental planning; Environmental resource management; Ecology; Environmental science; Political science; Biology; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.03189809,0.001951635,0.006526601,0.02030434,0.0008033591,0.005084693,0.002190964,0.002607765,0.007524705],"category_scores_gemma":[0.1478444,0.001151505,0.007550688,0.02700583,0.001540771,0.006001579,0.003651536,0.00259869,0.0007525543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00718364,"about_ca_system_score_gemma":0.03280158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01390641,"about_ca_topic_score_gemma":0.03933427,"domain_scores_codex":[0.9767209,0.009672745,0.007568647,0.001461025,0.003843069,0.000733643],"domain_scores_gemma":[0.8733817,0.1054359,0.009756535,0.001668568,0.008968961,0.0007882301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000129629,0.00002251233,0.001164218,0.9064583,0.00568397,0.0001431314,0.0004183772,0.0002200796,0.0001115613,0.001542737,0.00321627,0.08088919],"study_design_scores_gemma":[0.00006593137,0.00005819421,0.003426962,0.9458954,0.02130027,0.0001944367,0.0006849951,0.0000758364,0.00007843093,0.001558401,0.02663549,0.0000256179],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005052912,0.995954,0.0004343436,0.001244295,0.000189232,0.000380151,0.0007093312,0.000009019097,0.0005742967],"genre_scores_gemma":[0.009546437,0.9874135,0.0009487112,0.0008853851,0.00009088335,0.0007170509,0.0003010179,0.000006937862,0.00009002048],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03189809,"threshold_uncertainty_score":0.1686953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026007412651634,"score_gpt":0.2845300010659083,"score_spread":0.2742699269393919,"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."}}