{"id":"W7154841387","doi":"10.59236/emro.v27i10a128","title":"Asog","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":"Movie theater; Depiction; Short Film; Film director; Feature film; Theme (computing)","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":[0.0003292103,0.0004113344,0.0007059395,0.000185668,0.0004890838,0.0002151443,0.000456047,0.0001397469,0.04263591],"category_scores_gemma":[0.001463485,0.000325325,0.0003645551,0.0002830207,0.000297226,0.000166701,0.00006380313,0.000467428,0.002919079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009612673,"about_ca_system_score_gemma":0.0008792164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000299126,"about_ca_topic_score_gemma":0.0005091606,"domain_scores_codex":[0.9976307,0.0001812406,0.001033422,0.0004915884,0.0002859522,0.0003770793],"domain_scores_gemma":[0.9982243,0.0003854367,0.0003055636,0.0005297797,0.0003560273,0.0001988858],"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":[0.0000101299,0.0007632075,0.0003125867,0.0005284647,0.00006870902,7.843096e-7,0.01118646,1.356911e-7,0.00000393427,0.4278668,0.50287,0.05638871],"study_design_scores_gemma":[0.0003210905,0.00002150795,0.006641343,0.001724374,0.0002610416,0.000002879178,0.004363444,0.000009410188,0.000001919646,0.01026531,0.9760954,0.0002923023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004531875,0.6420164,0.00001702084,0.1994372,0.02569715,0.001461689,0.000983119,0.00005052532,0.1258051],"genre_scores_gemma":[0.05652964,0.09195694,0.002495404,0.02544612,0.05078896,0.0005612842,0.005454831,0.00008325444,0.7666836],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6408785,"threshold_uncertainty_score":0.9999199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04223438435903146,"score_gpt":0.3271433029424127,"score_spread":0.2849089185833812,"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."}}