{"id":"W7133042855","doi":"","title":"Prototyping Liberatory Futures: Using Digital Humanities to Support Students at Historically Black Colleges and Universities","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Digital humanities; Historically black colleges and universities; Institution; Argument (complex analysis); Work (physics); Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002500233,0.00116483,0.00115018,0.0008834361,0.003983268,0.007268605,0.0008898465,0.0004190023,0.002927639],"category_scores_gemma":[0.00004579489,0.001303424,0.0003526554,0.0001599394,0.0006128846,0.001920122,0.0008026526,0.0006999986,0.0001197415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154194,"about_ca_system_score_gemma":0.000962106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005040775,"about_ca_topic_score_gemma":0.00446875,"domain_scores_codex":[0.9957845,0.0001060649,0.0008786433,0.001119802,0.001144061,0.0009669492],"domain_scores_gemma":[0.9976441,0.0002155151,0.000487628,0.0005326992,0.0007658413,0.0003541739],"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":[0.00178167,0.0004856165,0.0003786547,0.003643858,0.0009616329,0.0002509107,0.8437565,0.000034017,0.00004234442,0.1197649,0.02722878,0.001671129],"study_design_scores_gemma":[0.0006424343,0.0007551328,0.0002249833,0.001224392,0.000296493,0.000006091813,0.4948985,0.0000132477,0.0000386369,0.0002863574,0.5004959,0.001117903],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6992433,0.001299045,0.00000298771,0.00005957063,0.00158727,0.001743747,0.0003914279,0.0001266983,0.295546],"genre_scores_gemma":[0.2944419,0.0001694588,0.00002262954,0.0004200205,0.0007242491,0.00005998406,0.0004487633,0.0001099708,0.703603],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4732671,"threshold_uncertainty_score":0.9989415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04980696941972469,"score_gpt":0.3129872989324943,"score_spread":0.2631803295127697,"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."}}