{"id":"W4205435296","doi":"10.7557/5.5951","title":"Wikispeech","year":2021,"lang":"en","type":"article","venue":"Septentrio Conference Series","topic":"Speech and dialogue systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; License; Reading (process); Computer science; Quarter (Canadian coin); World Wide Web; Quality (philosophy); Population; Multimedia; Linguistics; Psychology; Sociology; Communication; History","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":[0.0001326226,0.0001511395,0.0002106176,0.00005396946,0.000128564,0.0004752787,0.0006084097,0.00007575587,0.0003022379],"category_scores_gemma":[0.00011981,0.0001422807,0.00008349482,0.0004188659,0.00006417784,0.0008116614,0.0002708325,0.0001140387,0.0006266928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002522481,"about_ca_system_score_gemma":0.0004779969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002751417,"about_ca_topic_score_gemma":0.0001187789,"domain_scores_codex":[0.9986154,0.00008229901,0.0002175314,0.0004208771,0.0002932692,0.0003705888],"domain_scores_gemma":[0.9986953,0.0000381304,0.00006302613,0.0007020752,0.0003544426,0.0001470154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001566784,0.00007257801,0.001589545,0.00003634328,0.00004518149,0.000615355,0.001272916,0.000004163108,0.01433165,0.9178389,0.008212465,0.05596528],"study_design_scores_gemma":[0.00104031,0.0002061395,0.007078125,0.0001035514,0.00001675948,0.0009450914,0.001193657,0.0007241722,0.4668784,0.06446149,0.4564426,0.0009097228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06512401,0.002953513,0.5111405,0.01611333,0.007947395,0.0005854531,0.00003659969,0.001872843,0.3942264],"genre_scores_gemma":[0.9639571,0.000106097,0.02148405,0.0005578056,0.0001753267,0.00001637823,0.00002043254,0.00001023115,0.01367259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8988331,"threshold_uncertainty_score":0.8055077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035980886674459,"score_gpt":0.2268560965535344,"score_spread":0.2064962876867898,"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."}}