{"id":"W4411941343","doi":"10.1093/cdj/bsaf017","title":"Anti-caste, equity-focused trans activism and the fight for horizontal reservations in India","year":2025,"lang":"en","type":"article","venue":"Community Development Journal","topic":"South Asian Cinema and Culture","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Caste; Equity (law); Political science; Gender equity; Development economics; Economic growth; Geography; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009519178,0.0001185429,0.0002027581,0.0001382682,0.002404497,0.0003779488,0.000354737,0.00004799295,0.0001270465],"category_scores_gemma":[0.00008079861,0.00007645331,0.00005527713,0.00008171067,0.0001731201,0.000205049,0.0001049818,0.0007999864,0.000001945879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005311436,"about_ca_system_score_gemma":0.0001800263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003046427,"about_ca_topic_score_gemma":0.001667719,"domain_scores_codex":[0.9990711,0.0002485946,0.0002928423,0.00006307544,0.0001211798,0.0002031591],"domain_scores_gemma":[0.9993217,0.0003056127,0.0000805837,0.0001446662,0.0001044786,0.00004295739],"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":[0.0004010508,0.000387763,0.006916609,0.0001622942,0.0003235637,0.000008310558,0.7304978,0.000002287166,0.00009616221,0.1894992,0.02288807,0.04881694],"study_design_scores_gemma":[0.00999552,0.00009271596,0.1639299,0.0005282479,0.00007448594,0.0000268167,0.1278669,0.00004028172,0.0002147508,0.02662056,0.6702452,0.000364585],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9001204,0.0004561613,0.0006106588,0.008037689,0.0005556508,0.0007281131,0.0000232402,0.00003243908,0.08943566],"genre_scores_gemma":[0.9959221,0.00002546416,0.0003316617,0.0006509532,0.00009379935,0.00005899303,0.00001716845,0.000007727974,0.002892117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6473572,"threshold_uncertainty_score":0.9988942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025362383268363,"score_gpt":0.2876984948715991,"score_spread":0.2274448710389155,"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."}}