{"id":"W4413803480","doi":"10.3389/fcomm.2025.1655589","title":"Digital platforms and the shifting landscape of transnational cinema","year":2025,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Movie theater; Economic geography; Geography; Art; Visual arts","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":[],"consensus_categories":[],"category_scores_codex":[0.0003101754,0.00003864354,0.0001627803,0.00009428318,0.00005346284,0.00001399895,0.0001384858,0.00002527905,0.000004676727],"category_scores_gemma":[0.0001154099,0.00003193516,0.00002540115,0.0001487042,0.0001085074,0.00009676224,0.00004701412,0.00006877248,4.986419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001293058,"about_ca_system_score_gemma":0.000006030602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000091865,"about_ca_topic_score_gemma":0.00002348669,"domain_scores_codex":[0.9996086,0.000003349949,0.0002541324,0.00006662119,0.00001424477,0.00005303015],"domain_scores_gemma":[0.9995884,0.0001263341,0.0000869766,0.0001794326,0.00001266383,0.000006142896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002792056,0.00001493431,0.3985572,0.00001583755,0.0000237669,2.269218e-8,0.001247851,0.00001204456,2.397173e-7,0.5943949,0.001458223,0.004247144],"study_design_scores_gemma":[0.00358348,0.00001313691,0.2986279,0.00004877351,0.000009060622,4.132671e-7,0.002972598,0.01210535,0.00001426105,0.663058,0.01945836,0.0001086465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6270217,0.06874309,0.02692982,0.02934626,0.0006321011,0.0005578483,0.00007387973,0.00002523839,0.2466701],"genre_scores_gemma":[0.9972459,0.0009611589,0.001319945,0.00005621783,0.00000493052,0.0000167061,0.00001587652,0.000002232224,0.0003769972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3702243,"threshold_uncertainty_score":0.1302278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233780145061446,"score_gpt":0.2096841857744181,"score_spread":0.1973463843238037,"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."}}