{"id":"W4390094923","doi":"10.1145/3570945.3607324","title":"Intent and Entity Detection with Data Augmentation for a Mental Health Virtual Assistant Chatbot","year":2023,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Chatbot; Computer science; Conversation; Resource (disambiguation); Interdependence; Data science; Mental health; World Wide Web; Information retrieval; Medicine","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":[0.0003377143,0.00005073529,0.00006003855,0.00005309,0.0001319366,0.00009387131,0.0002106205,0.00001155087,0.000001895067],"category_scores_gemma":[0.000008571784,0.0000406535,0.000007230138,0.000128865,0.00001051239,0.0004379466,0.0002433642,0.00002822326,0.000003385528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000527002,"about_ca_system_score_gemma":0.00003563914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001971248,"about_ca_topic_score_gemma":0.0008352099,"domain_scores_codex":[0.9993083,0.00001693173,0.0001105072,0.0002991536,0.0001368717,0.0001282115],"domain_scores_gemma":[0.9995791,0.00001843245,0.00004288284,0.00029533,0.00001783248,0.00004637676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004692384,0.00004427264,0.0003818953,0.0000460516,0.00003040608,0.000001254453,0.001801505,0.0001238813,0.002514309,0.01898692,0.001191185,0.9748314],"study_design_scores_gemma":[0.0004730584,0.0002705831,0.00181761,0.00001411775,0.000002075595,0.000005945846,0.0003969832,0.9944724,0.0008183325,0.0002475853,0.001410518,0.00007073547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0419447,0.00001121242,0.9554645,0.001923486,0.0002122175,0.0002629553,0.00001171719,0.0001385602,0.00003068804],"genre_scores_gemma":[0.9552477,0.00002045215,0.04408817,0.0002682798,0.0000292783,0.00002198903,0.0000490607,0.000004452834,0.0002705871],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9943486,"threshold_uncertainty_score":0.1657802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07853758234781592,"score_gpt":0.3186387444146299,"score_spread":0.2401011620668139,"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."}}