{"id":"W7161713635","doi":"10.59236/emro.v27i7a347","title":"Amma's Pride","year":2025,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"South Asian Cinema and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pride; Tamil; Transgender; Family life; Social life; Social change","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003770036,0.0004582687,0.0007744794,0.0002074074,0.0005048699,0.0002312395,0.0005032924,0.0001482007,0.03093384],"category_scores_gemma":[0.001674977,0.0003639186,0.0003932276,0.0003075252,0.0003330595,0.0001865218,0.0000751643,0.0005158819,0.002412155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179934,"about_ca_system_score_gemma":0.001064242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002908657,"about_ca_topic_score_gemma":0.0005735036,"domain_scores_codex":[0.9973175,0.0001963109,0.001185317,0.0005490182,0.000323702,0.0004281704],"domain_scores_gemma":[0.9980192,0.000416789,0.0003617017,0.0005807905,0.0003918135,0.0002296957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001759073,0.0009526678,0.000496619,0.0007972696,0.00009493684,0.000001375084,0.01473059,3.317741e-7,0.000008076069,0.3717853,0.5549064,0.05620874],"study_design_scores_gemma":[0.0003640457,0.00002326166,0.005158473,0.001909531,0.0002833348,0.000003477417,0.004244349,0.000007871939,0.000004826811,0.01076797,0.9769044,0.0003284741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.007762375,0.6073025,0.00002030887,0.2283419,0.02637993,0.002044622,0.001051047,0.0000678728,0.1270294],"genre_scores_gemma":[0.04660393,0.09326024,0.003598067,0.02691276,0.05721317,0.0007382514,0.006166113,0.000105719,0.7654018],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6383724,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906924278345362,"score_gpt":0.3202300411559281,"score_spread":0.2811607983724745,"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."}}