{"id":"W4413937241","doi":"10.9744/kata.27.1.67-79","title":"Cross-Cultural Imagination: Survival and Harmony in Nalo Hopkinson's Brown Girl in the Ring","year":2025,"lang":"en","type":"article","venue":"K@ta","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Girl; Harmony (color); Art; Aesthetics; Art history; Literature; Psychology; Visual arts; Developmental psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152973,0.0003853742,0.0002534752,0.0006566031,0.01698051,0.006081398,0.0009148102,0.001631315,0.003546043],"category_scores_gemma":[0.002374853,0.0001843618,0.0001935827,0.0003797044,0.02665629,0.003397126,0.00643756,0.003675239,0.000386757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005128753,"about_ca_system_score_gemma":0.002418994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02170436,"about_ca_topic_score_gemma":0.04783669,"domain_scores_codex":[0.9982973,0.001126525,0.00001535775,0.0001338251,0.0001754335,0.000251654],"domain_scores_gemma":[0.9989993,0.0004458942,0.000117445,0.00004961939,0.00007332599,0.0003144223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004535179,0.00002101579,0.0005931631,0.00003809833,0.000003298392,0.001487413,0.8756448,0.00007130613,0.0005800364,0.1098379,0.007465369,0.004212159],"study_design_scores_gemma":[0.000006358236,0.00003704324,0.0007704572,0.00009194496,0.000004568211,0.0009093303,0.7984251,0.0001211781,0.0005219415,0.008647292,0.1904483,0.00001646255],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5542455,0.003900954,0.004039147,0.03870548,0.001140356,0.00004448249,0.00004152453,0.00007948987,0.397803],"genre_scores_gemma":[0.97255,0.0005498102,0.0005673377,0.0008551794,0.00007324366,0.00001316793,0.000008503907,0.00005158611,0.02533104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02170436,"threshold_uncertainty_score":0.04315603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161078158885255,"score_gpt":0.2952143674060857,"score_spread":0.2636035858172331,"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."}}