{"id":"W4413888193","doi":"10.63409/2025.51","title":"JEDDI as Labour Imperative","year":2025,"lang":"en","type":"article","venue":"CAUT Journal","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sociology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002448061,0.00005786735,0.0001033688,0.00002577225,0.001504857,0.0001104279,0.0001465993,0.00004559789,0.0004499636],"category_scores_gemma":[0.0003591545,0.0000382892,0.00006308032,0.0002522785,0.0001941997,0.0001053697,0.00003294797,0.0002305122,0.00007137466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008736627,"about_ca_system_score_gemma":0.000158919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001400204,"about_ca_topic_score_gemma":0.00008129867,"domain_scores_codex":[0.9993371,0.0001119259,0.000108907,0.00007423427,0.0001785019,0.0001893741],"domain_scores_gemma":[0.999599,0.00005915636,0.00003988388,0.00003186039,0.0001651545,0.0001049941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001436167,0.00002303682,0.002753113,0.000002932564,0.00007492888,0.00003010024,0.01296364,0.000002049143,0.0001134748,0.9105809,0.06498455,0.008456858],"study_design_scores_gemma":[0.0001235937,0.00002259327,0.003083783,0.00002020627,0.00001056224,0.00000552344,0.006649227,7.438014e-7,0.00004992177,0.3034291,0.6865354,0.00006934493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2561215,0.002108136,0.0001051468,0.1771022,0.001194101,0.00009237378,0.000005807294,0.00004426384,0.5632264],"genre_scores_gemma":[0.9602251,0.0005748956,0.00008287658,0.002043585,0.0008523722,0.000002165858,2.286638e-7,0.000001716258,0.03621703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7041036,"threshold_uncertainty_score":0.999795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181201741290603,"score_gpt":0.3647331494290018,"score_spread":0.3466129752999415,"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."}}