{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007527916,0.0003466617,0.000302039,0.001790933,0.001071469,0.00455248,0.0005438083,0.0008066587,0.004728905],"category_scores_gemma":[0.001376658,0.0001891939,0.00043927,0.003238913,0.002826166,0.003068774,0.002336847,0.002891287,0.0008046868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00333239,"about_ca_system_score_gemma":0.004436694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484166,"about_ca_topic_score_gemma":0.02173655,"domain_scores_codex":[0.9992429,0.0002455724,0.00003740048,0.00005154365,0.0002434277,0.0001790712],"domain_scores_gemma":[0.9991738,0.0004802409,0.00005701987,0.00004012476,0.0001732586,0.00007543359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001316032,0.00007312874,0.001386633,0.006199189,0.00008414209,0.0004560132,0.00502489,0.0003312533,0.000897835,0.2247375,0.2560583,0.5046194],"study_design_scores_gemma":[0.00000727076,0.0000393477,0.003634886,0.001742943,0.00005506101,0.0004625104,0.003373822,0.00004737018,0.0003381092,0.006177857,0.9841014,0.00001954223],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004841406,0.8939894,0.0004066502,0.02329075,0.003634106,0.000009342049,0.00007536218,0.00006089655,0.07369217],"genre_scores_gemma":[0.09204953,0.8691362,0.0003665472,0.01483775,0.002337617,0.00002355696,0.00009313812,0.00004318696,0.02111245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01484166,"threshold_uncertainty_score":0.02951056,"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."}}