{"id":"W2062590269","doi":"10.1080/1350462032000126096","title":"Experimentation with a socio-constructivist process for climate change education","year":2003,"lang":"en","type":"article","venue":"Environmental Education Research","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Environmental education; Process (computing); Pedagogy; Climate change; Constructivist teaching methods; Sociology; Psychology; Mathematics education; Teaching method; Environmental resource management; Environmental science; Ecology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008536929,0.0002362319,0.0001539836,0.0001914081,0.0008016133,0.00007816828,0.0002350887,0.00009594409,0.004983857],"category_scores_gemma":[0.00006863441,0.000226069,0.00005994261,0.0004885027,0.0008546368,0.0006871966,0.00006625441,0.0002421977,0.0004407292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407546,"about_ca_system_score_gemma":0.0002579307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001160609,"about_ca_topic_score_gemma":0.000009945673,"domain_scores_codex":[0.9973141,0.0002937093,0.0002843872,0.000728906,0.0007444338,0.0006344807],"domain_scores_gemma":[0.9990426,0.00009235225,0.0001160635,0.0004448779,0.00002091204,0.0002832428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002383776,0.00786776,0.8736787,0.0002081485,0.00002617573,6.943707e-7,0.01603556,0.00006969849,0.007965423,0.005037928,0.005794851,0.08307663],"study_design_scores_gemma":[0.001773511,0.0008663877,0.5428594,0.00007323942,0.00004566037,0.00006840747,0.3002903,0.0001027679,0.02577026,0.01082417,0.1161454,0.001180441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975764,0.0001605979,0.0001020244,0.0008303887,0.0002829214,0.002752488,0.00001568992,0.00003450263,0.02005737],"genre_scores_gemma":[0.9889675,0.0001102623,0.002559154,0.0004965211,0.0001034056,0.005794644,0.0001365219,0.00004871534,0.001783298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3308194,"threshold_uncertainty_score":0.9959257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748905870211414,"score_gpt":0.3991002041235989,"score_spread":0.3616111454214847,"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."}}