{"id":"W7114894539","doi":"10.26203/7zj5-s642","title":"Teaching sustainability and climate change in Canada and Norway","year":2025,"lang":"gd","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Climate change; Government (linguistics); Sustainable development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006587134,0.0004021989,0.0009485625,0.0008743028,0.00102537,0.001713717,0.001892884,0.0002003768,0.001591811],"category_scores_gemma":[0.002773665,0.0004273776,0.00008157613,0.001778778,0.0005896497,0.003219814,0.001705874,0.0009048228,8.507172e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004432365,"about_ca_system_score_gemma":0.00529812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9905436,"about_ca_topic_score_gemma":0.949575,"domain_scores_codex":[0.9943386,0.001965077,0.001168587,0.000813682,0.0007686977,0.0009453068],"domain_scores_gemma":[0.9959942,0.001664245,0.000734379,0.0005303759,0.0006810469,0.0003957895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009634282,0.0002027799,0.9269232,0.0009683646,0.00004969813,0.0000203934,0.01330375,0.0000153389,0.00006921734,0.001645737,0.001390792,0.05531434],"study_design_scores_gemma":[0.0003556126,0.000006386679,0.9468254,0.0005287153,0.00007516042,0.000001484436,0.02499465,0.00007401244,0.00005749537,0.01905059,0.007657052,0.0003733627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630947,0.022112,0.000003733124,0.00817596,0.001303083,0.001668975,0.00003807638,0.00001276683,0.003590671],"genre_scores_gemma":[0.9861507,0.01244229,0.00002942131,0.0006142723,0.0002079869,0.0001224643,0.000003102958,0.00002409776,0.0004056311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05494098,"threshold_uncertainty_score":0.9998178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360478057060386,"score_gpt":0.5646082691331026,"score_spread":0.428560463427064,"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."}}