{"id":"W4409624401","doi":"10.2139/ssrn.5219249","title":"Yin Liu Eco-Anxiety: Ontario Teachers’ Perspectives into Effective Pedagogy in Environmental Education","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental education; Anxiety; Psychology; Pedagogy; Medical education; Political science; Sociology; Engineering ethics; Environmental ethics; Medicine; Engineering; Philosophy; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002243012,0.0002811082,0.00022846,0.0008462455,0.01968921,0.007334587,0.0006960724,0.001734752,0.006546744],"category_scores_gemma":[0.007885087,0.0002914531,0.0002254067,0.001566053,0.007826979,0.002453671,0.003163926,0.003969722,0.0002854896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05126704,"about_ca_system_score_gemma":0.0671536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9096276,"about_ca_topic_score_gemma":0.9500595,"domain_scores_codex":[0.9968364,0.001091967,0.00006610726,0.0001870054,0.0008754712,0.000943078],"domain_scores_gemma":[0.9916828,0.003320314,0.0005017369,0.000151901,0.001724107,0.002619193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007357211,0.00007110956,0.03312039,0.0001272687,0.00001534109,0.0007426071,0.8883188,0.0001823572,0.001002487,0.02188503,0.03570173,0.01875925],"study_design_scores_gemma":[0.00001211471,0.00003467105,0.04037991,0.000143094,0.00001854866,0.00009300361,0.8139082,0.0001668821,0.0003347174,0.001920987,0.1429446,0.00004318479],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6479027,0.00264115,0.0009817614,0.1547395,0.0004827127,0.00008829551,0.0001649614,0.00005304645,0.1929458],"genre_scores_gemma":[0.9612044,0.001282638,0.0002304591,0.00283661,0.00003600008,0.00004396452,0.00002705549,0.00003400608,0.03430482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09037244,"threshold_uncertainty_score":0.3719702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003012449775106018,"score_gpt":0.27326512617388,"score_spread":0.270252676398774,"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."}}