{"id":"W4413887861","doi":"10.53967/cje-rce.7101","title":"Education as a Petro-Pipeline: Beyond the Limits of Education Research in the Face of Climate Change","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Climate change; Face (sociological concept); Pipeline (software); Political science; Sociology; Computer science; Social science; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004847386,0.0001360771,0.0002200686,0.001170725,0.0005398036,0.0001221164,0.0008986705,0.0001478773,0.00008703821],"category_scores_gemma":[0.004584442,0.0001115632,0.0001033041,0.002449726,0.0003608118,0.0003964479,0.000009773868,0.0004336349,0.000008008025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003071786,"about_ca_system_score_gemma":0.04732393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3207111,"about_ca_topic_score_gemma":0.721122,"domain_scores_codex":[0.9971886,0.001007915,0.0007732153,0.0001983773,0.0002541597,0.0005776978],"domain_scores_gemma":[0.9944475,0.0004048644,0.0006693109,0.0004154556,0.003577409,0.0004854682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001569332,0.0004333959,0.005760138,0.0001667584,0.00001683027,6.091548e-7,0.6445883,0.00001629677,0.0001024703,0.2130862,0.05649644,0.07931682],"study_design_scores_gemma":[0.0001123216,0.00004210844,0.05099011,0.0005294189,0.0000483787,0.0000315039,0.6477594,0.000007736307,0.00006413715,0.006751404,0.2935604,0.0001031028],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8485439,0.002548861,0.000003311002,0.1035806,0.007799618,0.0008172857,0.00001412037,0.000002966632,0.03668923],"genre_scores_gemma":[0.9926865,0.0007655594,0.0001353043,0.0026346,0.0008309518,0.000152767,0.00003773874,0.00001009982,0.002746495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4004109,"threshold_uncertainty_score":0.9580768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132538915844502,"score_gpt":0.4162586026542556,"score_spread":0.3030047110698054,"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."}}