{"id":"W4382517685","doi":"10.1145/3587103.3595284","title":"VoiceEx: Voice Submission System for Interventions in Education","year":2023,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Formality; Variety (cybernetics); Focus (optics); Perception; Intervention (counseling); Psychological intervention; Multimedia; Human–computer interaction; Artificial intelligence; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00354972,0.0008396332,0.0007048475,0.0006465095,0.0003671303,0.001145556,0.001310958,0.001045267,0.03171273],"category_scores_gemma":[0.01459651,0.0003313348,0.0005214732,0.0003098013,0.0003144823,0.001194061,0.001984554,0.0007314974,0.005797572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789457,"about_ca_system_score_gemma":0.0007320498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002719681,"about_ca_topic_score_gemma":0.0003382915,"domain_scores_codex":[0.9979983,0.0009800171,0.000210193,0.0003445591,0.0003687946,0.00009808946],"domain_scores_gemma":[0.9921862,0.005465028,0.0003507418,0.0006592614,0.0007826783,0.0005561565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004912316,0.001249916,0.004817287,0.001740388,0.0001350756,0.0008569123,0.002776841,0.00162663,0.04431034,0.002035698,0.08639636,0.8491423],"study_design_scores_gemma":[0.006019653,0.01300522,0.05781956,0.002007378,0.0006325826,0.004200722,0.002684934,0.06926915,0.134872,0.01894512,0.6897202,0.0008236329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1229036,0.001136822,0.621213,0.001214582,0.001229435,0.006216334,0.008070095,0.2204761,0.01754016],"genre_scores_gemma":[0.5140573,0.0007625317,0.4073738,0.001396405,0.000534359,0.01447486,0.007640531,0.00967929,0.04408091],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03171273,"threshold_uncertainty_score":0.1060897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0570345513317943,"score_gpt":0.3309355610905721,"score_spread":0.2739010097587778,"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."}}