{"id":"W4410478017","doi":"10.1080/02759527.2025.2508080","title":"The New Screen Ecology in India","year":2025,"lang":"en","type":"article","venue":"South Asian Review","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Ecology; Geography; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006695752,0.00007162539,0.0002141453,0.00002749137,0.0003541693,0.00002068675,0.0002621013,0.00005768499,0.00006955017],"category_scores_gemma":[0.0008690715,0.00004472026,0.00006754267,0.0005121511,0.0001707566,0.00003229349,0.00004614748,0.0001384874,0.0001672533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004425621,"about_ca_system_score_gemma":0.0004069665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028807,"about_ca_topic_score_gemma":0.005374699,"domain_scores_codex":[0.9990835,0.0002099509,0.0001873096,0.0001309564,0.0001124183,0.0002758642],"domain_scores_gemma":[0.9996276,0.00008175981,0.00005581753,0.0001414704,0.00002477967,0.00006857201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003521437,0.00001172864,0.01975252,0.0001950601,0.00004046114,0.00000911433,0.0335762,1.180917e-8,1.3334e-7,0.1291453,0.2498853,0.5673805],"study_design_scores_gemma":[0.00008335995,0.000005114146,0.02675984,0.0005762068,0.00002448616,1.00125e-7,0.00910818,1.31352e-8,2.681972e-7,0.001744868,0.9616503,0.00004730415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00003827193,0.1849752,0.00001142986,0.08487674,0.000364109,0.0006262088,0.000001759108,0.00002779059,0.7290785],"genre_scores_gemma":[0.2115591,0.5974651,0.0005939142,0.03621319,0.001337947,0.0002778069,0.00001132807,0.00002328573,0.1525183],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7117649,"threshold_uncertainty_score":0.2999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452474089302201,"score_gpt":0.3314507440263362,"score_spread":0.3169260031333141,"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."}}