{"id":"W4411880626","doi":"10.5007/2175-7968.2025.e106837","title":"Insider research in media accessibility","year":2025,"lang":"en","type":"article","venue":"Cadernos de Tradução","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"European Commission; Université du Québec à Montréal","keywords":"Insider; Insider threat; Business; Internet privacy; Political science; Public relations; Computer science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006816217,0.00009706079,0.0001652212,0.0002559374,0.0001413267,0.0001322967,0.0002555132,0.0000772596,0.001440849],"category_scores_gemma":[0.0002582964,0.00008365886,0.00004995532,0.0001564733,0.0003160904,0.0001371511,0.0000587221,0.000469857,0.0001450296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190214,"about_ca_system_score_gemma":0.0001526691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004050206,"about_ca_topic_score_gemma":0.003325782,"domain_scores_codex":[0.9987703,0.0001460664,0.000226074,0.0002515724,0.0002193755,0.0003866266],"domain_scores_gemma":[0.9990766,0.0005319593,0.00002096709,0.0002268269,0.00007435109,0.00006927599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001077056,0.0005424147,0.04312008,0.0003795409,0.00005682532,0.0001569229,0.1536607,0.000004198604,0.0006354593,0.6419671,0.0570938,0.1022752],"study_design_scores_gemma":[0.001825406,0.00008454858,0.1905561,0.0005392259,0.000026855,0.000003736328,0.03763219,0.0003496676,0.003372569,0.2030396,0.5620704,0.0004997681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8601485,0.001056218,0.00001126446,0.002470681,0.00064932,0.0001774381,0.000009579398,0.00005520976,0.1354218],"genre_scores_gemma":[0.9954438,0.00006135264,0.00002296954,0.0006261976,0.0003984946,0.00003754427,0.000005047671,0.00001085204,0.003393712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5049766,"threshold_uncertainty_score":0.999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2764274191797649,"score_gpt":0.4197271620629445,"score_spread":0.1432997428831796,"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."}}