{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01059579,0.0003482722,0.0005396249,0.001185579,0.02724632,0.009306486,0.002013731,0.00290119,0.005555409],"category_scores_gemma":[0.01122518,0.0002992347,0.000555517,0.0007501074,0.01527386,0.005752616,0.03047718,0.006735068,0.0008922095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006151619,"about_ca_system_score_gemma":0.05318203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0471618,"about_ca_topic_score_gemma":0.1310824,"domain_scores_codex":[0.9921934,0.002933208,0.0001467768,0.000359225,0.001489419,0.002878028],"domain_scores_gemma":[0.9896919,0.001693437,0.0006422499,0.0004560747,0.001308023,0.006208234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005393703,0.000507426,0.01590107,0.0003737928,0.00002520618,0.0007724336,0.7887071,0.0001323798,0.003129557,0.03729665,0.01324585,0.1398546],"study_design_scores_gemma":[0.00002502757,0.0002503256,0.01367201,0.0007037426,0.00003866521,0.0005598648,0.6941318,0.0002020058,0.001459167,0.04150686,0.2473758,0.00007473775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.734873,0.00373553,0.004816834,0.1225068,0.001294182,0.0004114959,0.00006246428,0.0000969664,0.1322028],"genre_scores_gemma":[0.9569367,0.003062826,0.0045581,0.01688789,0.0002485572,0.0002017402,0.00005022955,0.0000438082,0.01801009],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9979863,"threshold_uncertainty_score":0.09377462,"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."}}