{"id":"W4391649246","doi":"10.1002/he.20492","title":"Oppositionally‐intertwined ecologies: A single‐system, multi‐theory mapping of marginalized students’ experiences","year":2023,"lang":"en","type":"article","venue":"New Directions for Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Schematic; Ecological systems theory; Leverage (statistics); Indigenous; Sociology; Pedagogy; Mathematics education; Ecology; Psychology; Computer science; Social psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004126047,0.0005880026,0.0008297631,0.002243009,0.008423967,0.009293306,0.00194689,0.001491305,0.00537489],"category_scores_gemma":[0.0064844,0.0005222171,0.0005796421,0.001725336,0.01588947,0.006763319,0.01062527,0.004098483,0.0003109165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004221112,"about_ca_system_score_gemma":0.003376182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008827144,"about_ca_topic_score_gemma":0.01172711,"domain_scores_codex":[0.9960017,0.002506376,0.00009980152,0.0003222054,0.0004098568,0.000660017],"domain_scores_gemma":[0.9976603,0.001363605,0.0002047327,0.0001968467,0.0002252043,0.000349297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002526489,0.00004021317,0.004708544,0.00005846525,0.000007504698,0.0004484638,0.980792,0.00009185681,0.0006470668,0.008351937,0.0002208847,0.004607726],"study_design_scores_gemma":[0.000002824578,0.00003194612,0.002304835,0.00006271176,0.000006012535,0.0001976684,0.9881985,0.0004117222,0.0003528688,0.00360345,0.004812091,0.00001554057],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878498,0.0001337861,0.004049229,0.001292719,0.00001399979,0.00003954468,0.0000261194,0.00002204022,0.006572739],"genre_scores_gemma":[0.9979827,0.000081206,0.0009938178,0.00007892373,0.000001775078,0.00003267923,0.00001218026,0.00001499973,0.0008016002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009293306,"threshold_uncertainty_score":0.03062648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171808148310637,"score_gpt":0.4116698735500228,"score_spread":0.294489058718959,"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."}}