{"id":"W4406218160","doi":"10.1021/acs.analchem.4c05585","title":"Advancing Equity and Empowering Science Students from Indigenous Communities","year":2025,"lang":"en","type":"review","venue":"Analytical Chemistry","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Alberta; University of Guelph","keywords":"Indigenous; Equity (law); Inclusion (mineral); Political science; Diversity (politics); Public relations; Commission; Sociology; Pedagogy; Social science; Law; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009027051,0.0001914524,0.0006335185,0.0000673049,0.001079793,0.000425645,0.001345321,0.0001989407,0.0001912082],"category_scores_gemma":[0.0003411857,0.000192973,0.0001255922,0.0005130796,0.0007680544,0.000147112,0.003114765,0.0003616172,0.000009225242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005582798,"about_ca_system_score_gemma":0.001834506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003051085,"about_ca_topic_score_gemma":0.0005523589,"domain_scores_codex":[0.9981732,0.00004391363,0.0002302403,0.0002861116,0.0008372343,0.0004293208],"domain_scores_gemma":[0.998934,0.000406703,0.00008981349,0.0002480907,0.0000906025,0.0002307436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005720767,0.0001253259,0.009503851,0.01076749,0.0003138572,0.0000635079,0.01792359,1.769189e-7,0.000001887007,0.0002688663,0.0005655327,0.9604602],"study_design_scores_gemma":[0.0001172929,0.000003812994,0.0001608092,0.006573952,0.000614818,0.000001038802,0.009114324,0.000001875902,0.000006380788,0.0003877401,0.9825,0.0005179571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005184415,0.9178423,0.00000803272,0.00002132595,0.0001328055,0.0001732307,0.00004724209,0.00006217149,0.0765285],"genre_scores_gemma":[0.003151022,0.9947391,0.0000502992,0.00003545283,0.00009185102,0.000004175156,0.00004209008,0.000005357399,0.001880615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9819345,"threshold_uncertainty_score":0.8305007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05781888215177337,"score_gpt":0.4374745272197574,"score_spread":0.379655645067984,"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."}}