{"id":"W3207508543","doi":"10.15353/cjds.v10i2.801","title":"Saying “Thank You” for Quality Closed Captions: A Promising Shift in Inviting Access","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Closed captioning; Film director; Quality (philosophy); Compliance (psychology); Focus (optics); Computer science; Movie theater; Internet privacy; Media studies; Sociology; Psychology; Visual arts; Artificial intelligence; Art; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01640119,0.0004477028,0.0002625313,0.0009813037,0.008629953,0.01175723,0.002152836,0.006431246,0.01169195],"category_scores_gemma":[0.03703256,0.0004182726,0.0004648372,0.0006985978,0.01562168,0.01537394,0.008965066,0.00827993,0.001776787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005051519,"about_ca_system_score_gemma":0.005730027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098017,"about_ca_topic_score_gemma":0.01773209,"domain_scores_codex":[0.9806535,0.01389061,0.0003836197,0.0008765272,0.00279268,0.001402964],"domain_scores_gemma":[0.9704823,0.01806191,0.001450096,0.001927619,0.004767166,0.003311044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001776628,0.0004148997,0.002490196,0.0006449106,0.00001909642,0.001100098,0.3937853,0.0001939917,0.004120172,0.3119854,0.09390085,0.1911675],"study_design_scores_gemma":[0.00005792102,0.0002762879,0.004541295,0.001113485,0.00002670296,0.0008336342,0.2259783,0.0006253276,0.002073972,0.04529497,0.7190751,0.0001029923],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1105445,0.005908243,0.02777454,0.4179715,0.004429803,0.0004185548,0.00007968415,0.0006687332,0.4322044],"genre_scores_gemma":[0.8772641,0.003582375,0.01552092,0.05134831,0.002061407,0.0003576338,0.00005657008,0.0004435579,0.04936516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9890198,"threshold_uncertainty_score":0.08673882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3092969000456901,"score_gpt":0.4111844856793573,"score_spread":0.1018875856336672,"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."}}