{"id":"W4410510367","doi":"10.1021/acs.analchem.5c02421","title":"Bridging Indigenous Ways of Knowing with Western Science Pedagogy in STEM Education","year":2025,"lang":"en","type":"editorial","venue":"Analytical Chemistry","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Chemistry; Bridging (networking); Indigenous; Science education; Mathematics education; Psychology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00162041,0.0001870055,0.0003654131,0.0002531669,0.0003932907,0.0001669812,0.001006216,0.0004850141,0.000104485],"category_scores_gemma":[0.001617972,0.0001840383,0.00006399414,0.001694635,0.001293129,0.0002288093,0.0000843072,0.0008979607,0.000008240811],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006784809,"about_ca_system_score_gemma":0.03808809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0042731,"about_ca_topic_score_gemma":0.0009896792,"domain_scores_codex":[0.9969234,0.00006335705,0.0003988247,0.0006014438,0.00143997,0.0005730287],"domain_scores_gemma":[0.9979827,0.0005861733,0.0002176319,0.0003764458,0.0006418306,0.0001952458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008480743,0.001071172,0.05243891,0.001649451,0.00008200903,0.00003080599,0.07071157,0.00005875508,0.0006913898,0.002004843,0.8177854,0.05339086],"study_design_scores_gemma":[0.0002668024,0.00003328882,0.0005605475,0.000827541,0.00008637444,0.000001744654,0.02064603,0.00007940372,0.001485461,0.0001713645,0.975293,0.0005484466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.2443128,0.0005591259,0.0003425974,0.009578791,0.465609,0.0007402658,0.00004185444,0.0001449482,0.2786706],"genre_scores_gemma":[0.4596099,0.0001438731,0.000117626,0.0006577608,0.4907667,0.00005015511,0.00007746323,0.00003061365,0.04854597],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2301247,"threshold_uncertainty_score":0.9673651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436953962337491,"score_gpt":0.4059082811312014,"score_spread":0.3715387415078265,"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."}}