{"id":"W4381799052","doi":"10.1007/s11858-023-01498-z","title":"Mathematics education for STEM as place","year":2023,"lang":"en","type":"article","venue":"ZDM","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; First Nations University of Canada; University of Victoria; University of British Columbia","funders":"","keywords":"Mathematics education; Resource (disambiguation); Place-based education; Indigenous; Pedagogy; Mathematics; Sociology; Ecology; Environmental education; Computer science; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005653492,0.00003584875,0.00004350719,0.00004443761,0.000477829,0.00004840315,0.00008261978,0.00004756872,0.0001195182],"category_scores_gemma":[0.00008365766,0.00003615617,0.00002527583,0.0001935087,0.00002031736,0.00006036983,0.000003879992,0.00002618079,0.0007798438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143893,"about_ca_system_score_gemma":0.001772885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385082,"about_ca_topic_score_gemma":0.0007930674,"domain_scores_codex":[0.9995351,0.0000261487,0.00007337546,0.00007494866,0.0001202505,0.0001701885],"domain_scores_gemma":[0.9995858,0.0001791021,0.00004034394,0.00007940247,0.00006965557,0.0000457075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007245274,0.0001574478,0.0007980323,0.00009233438,0.00001022573,2.409444e-7,0.3483975,0.00002546293,0.00007853557,0.4239672,0.1912131,0.03525273],"study_design_scores_gemma":[0.00008810166,0.00003160277,0.000279277,0.00002797004,0.00001262892,4.477365e-7,0.09089382,0.0001400184,0.000313547,0.04570856,0.8623837,0.0001203606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8648537,0.00005245302,0.0002049431,0.004482544,0.001651518,0.0006719737,0.00001009129,0.0001694817,0.1279033],"genre_scores_gemma":[0.7823573,0.00006849447,0.001610979,0.0004683081,0.001234098,0.0001912941,0.00008057895,0.00002074953,0.2139682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6711706,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051473249344698,"score_gpt":0.3599637952240298,"score_spread":0.3194490627305828,"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."}}