{"id":"W1978114153","doi":"10.1145/1878803.1878816","title":"In-situ study of blind individuals listening to audio-visual contents","year":2010,"lang":"en","type":"article","venue":"","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Computer Research Institute of Montréal","funders":"","keywords":"Computer science; Active listening; Audio visual; Flexibility (engineering); Multimedia; Human–computer interaction; Speech recognition; Residual; Psychology; Communication","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001828022,0.0001075103,0.0002263166,0.000169461,0.00006484898,0.00007450605,0.0001567774,0.00003342075,0.003030397],"category_scores_gemma":[0.00007395502,0.00008370641,0.00003749342,0.00005412931,0.00005316196,0.0001413513,0.00008928373,0.0001608609,0.0001803541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005966117,"about_ca_system_score_gemma":0.00001191163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006636945,"about_ca_topic_score_gemma":0.02198517,"domain_scores_codex":[0.9991037,0.0000224295,0.0002861276,0.0001726175,0.0002278299,0.000187328],"domain_scores_gemma":[0.9995664,0.00007330185,0.00006484918,0.0001355405,0.0000814684,0.00007849067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002742311,0.006566606,0.1566338,0.00007513971,0.000308157,0.00007303179,0.6537294,0.000006590981,0.06374032,0.07986203,0.01924162,0.01948907],"study_design_scores_gemma":[0.01520765,0.005746857,0.1881884,0.0001802912,0.000160704,0.000008013779,0.3819191,0.00003795522,0.02673932,0.0008924012,0.379434,0.001485308],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377154,0.000006994232,0.000001314941,0.0001256225,0.0009309068,0.0003227551,0.000004002452,0.00002056452,0.06087247],"genre_scores_gemma":[0.9892033,5.876073e-7,0.00004305502,0.000341602,0.0004161811,0.00001985863,0.000002156514,0.00001302906,0.009960239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3601924,"threshold_uncertainty_score":0.997881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05939855670259094,"score_gpt":0.3145070541499504,"score_spread":0.2551084974473595,"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."}}