{"id":"W4389938389","doi":"10.32388/6kfzvl","title":"Exploring Historical and Contemporary Academic Disparities: A Comparative Study of Black and Non-Black Nova Scotians","year":2023,"lang":"en","type":"preprint","venue":"Qeios","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Numeracy; Context (archaeology); Ethnic group; Census; Nova (rocket); Geography; Race (biology); Political science; Sociology; Gender studies; Demography; Ethnology; Population; Anthropology; Pedagogy; Literacy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008238059,0.0002279253,0.0006251382,0.0001954436,0.001210467,0.00004679254,0.000270731,0.0002899898,0.000008836853],"category_scores_gemma":[0.00001358383,0.00020727,0.00004682053,0.0002009189,0.0005649775,0.0002019879,0.00003092022,0.0007718457,0.0000184175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004770209,"about_ca_system_score_gemma":0.005460472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3939022,"about_ca_topic_score_gemma":0.3708231,"domain_scores_codex":[0.9978321,0.0003367196,0.0005444878,0.0005162494,0.0004119806,0.000358442],"domain_scores_gemma":[0.9987024,0.0003547083,0.0003269903,0.0002417073,0.0001591656,0.0002149953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002426317,0.0002104162,0.02271139,0.0003758238,0.00005796447,0.000004105955,0.9738047,0.00001409459,7.733643e-7,0.001555586,0.001226194,0.00001469531],"study_design_scores_gemma":[0.001476011,0.0006887289,0.1509493,0.001187211,0.0001645184,0.000001271918,0.7803207,0.0001614614,0.0000291783,0.003971554,0.05995293,0.001097186],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850433,0.0003935425,0.00002044,0.000472757,0.001742159,0.001938486,0.00002170293,0.00006729556,0.01030027],"genre_scores_gemma":[0.9871014,0.007136052,0.00003292794,0.00001353416,0.0006388365,0.00002581448,0.00001166702,0.00002214542,0.0050176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.193484,"threshold_uncertainty_score":0.9686643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3257523841666753,"score_gpt":0.3936994394481511,"score_spread":0.06794705528147577,"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."}}