{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005592129,0.0000658366,0.00009094381,0.0002427082,0.00009381635,0.00009844174,0.0002889461,0.00003473205,0.000003081326],"category_scores_gemma":[0.00006618841,0.00005828878,0.00008939788,0.0004866887,0.000003420957,0.0002399448,0.00007492114,0.00006098399,0.000310874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029664,"about_ca_system_score_gemma":0.00006221642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001638745,"about_ca_topic_score_gemma":0.00002669112,"domain_scores_codex":[0.9992093,0.00004548774,0.0002383321,0.0002222636,0.0001049788,0.0001796068],"domain_scores_gemma":[0.999531,0.00008847303,0.00006257139,0.0001915365,0.00008687012,0.00003958358],"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":[0.000002331852,0.00005226749,0.001116199,0.0004198381,0.000006038582,0.000002824796,0.0007169195,0.0004983355,0.0008659027,0.9590415,0.00384361,0.03343425],"study_design_scores_gemma":[0.0006404374,0.0002486235,0.02247558,0.004688692,0.00001078047,0.00003241643,0.006887082,0.2262229,0.006575203,0.002523905,0.7290615,0.0006329432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02058507,0.000123273,0.9689859,0.0005953581,0.002742952,0.0004342058,8.274595e-7,0.0005992407,0.005933231],"genre_scores_gemma":[0.9109572,0.000003861224,0.007017157,0.00002924254,0.0001681741,0.0001555647,0.000006459786,0.000009586374,0.08165271],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9619687,"threshold_uncertainty_score":0.399576,"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."}}