{"id":"W7135439672","doi":"","title":"How socio-ecological issues are urging changes in curriculum (and beyond)","year":2023,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Curriculum; Work (physics); Agency (philosophy); Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002735926,0.00008097792,0.0002093251,0.0005247969,0.001619938,0.00008851801,0.0003758567,0.000170577,0.0001478709],"category_scores_gemma":[0.0004666011,0.0001014033,0.0000477194,0.001244853,0.0008634996,0.0002440557,0.0001462572,0.0003326091,0.00006004519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006341662,"about_ca_system_score_gemma":0.0005804448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04547864,"about_ca_topic_score_gemma":0.09117369,"domain_scores_codex":[0.9977343,0.0006191825,0.00006863578,0.0002972784,0.000667074,0.0006135487],"domain_scores_gemma":[0.9989941,0.0003048653,0.00008716844,0.0001389594,0.0003041363,0.0001708229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001411489,0.0007397818,0.3894068,0.0003177534,0.00005549578,0.0007380541,0.3713327,0.00001663121,0.0003502533,0.01692604,0.1701626,0.04981268],"study_design_scores_gemma":[0.0003244886,0.0001427297,0.09035251,0.00005662325,0.000007686889,0.000001408252,0.6638294,0.0001861671,0.00001330938,0.002472345,0.2424279,0.0001854347],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462403,0.0004780454,0.00001170814,0.04817134,0.0001019637,0.0003203026,0.00001805347,0.00006329361,0.004594969],"genre_scores_gemma":[0.9866358,0.001816072,0.0001266019,0.00002406804,0.0001037517,0.000001548538,0.00001872842,0.00000685488,0.0112666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2990543,"threshold_uncertainty_score":0.9996798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06680791843737048,"score_gpt":0.3500707108585513,"score_spread":0.2832627924211809,"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."}}