{"id":"W2339001487","doi":"10.1080/13504622.2015.1135418","title":"Environmental and sustainability education policy research: a systematic review of methodological and thematic trends","year":2016,"lang":"en","type":"review","venue":"Environmental Education Research","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Environmental education; Education policy; Policy analysis; Content analysis; Political science; Empirical research; Regional science; Thematic analysis; Educational research; Qualitative research; Sociology; Environmental resource management; Social science; Higher education; Public administration; Pedagogy; Ecology; Economics","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01258707,0.0007010219,0.002235139,0.0009867236,0.0006042526,0.0000830799,0.0008969425,0.0004715232,0.006491106],"category_scores_gemma":[0.00406953,0.0005096133,0.0003624767,0.001026967,0.005007634,0.0003845392,0.001827525,0.001242464,0.0004645965],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006955561,"about_ca_system_score_gemma":0.001243545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002109107,"about_ca_topic_score_gemma":0.000003180353,"domain_scores_codex":[0.9841447,0.009323829,0.001781959,0.001618074,0.002111284,0.001020123],"domain_scores_gemma":[0.9939721,0.00283563,0.0006695184,0.001766544,0.00003242946,0.0007237928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006959527,0.001478604,0.0002408322,0.4104432,0.00004479162,0.000001194922,0.0005169678,3.662194e-8,0.00001074141,0.0003824402,0.001367047,0.5855072],"study_design_scores_gemma":[0.0003520945,0.0005853859,0.004714823,0.2854871,0.0007087097,0.0003571617,0.01905985,0.00000305364,0.00001381002,0.01006042,0.6772377,0.001419812],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001500191,0.9885941,0.000005900341,0.001348312,0.0001039762,0.005634395,0.00008072372,0.00002181235,0.002710637],"genre_scores_gemma":[0.003510288,0.9817148,0.0003459108,0.0001900965,0.0001264409,0.003309024,0.0001395788,0.00008580308,0.01057809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6758707,"threshold_uncertainty_score":0.9997355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1661691572033848,"score_gpt":0.5258266869831502,"score_spread":0.3596575297797653,"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."}}