{"id":"W4285045211","doi":"10.1007/s10796-022-10295-0","title":"Knowledge Graph and Deep Learning-based Text-to-GraphQL Model for Intelligent Medical Consultation Chatbot","year":2022,"lang":"en","type":"article","venue":"Information Systems Frontiers","topic":"Topic Modeling","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Atomic Energy of Canada Limited","keywords":"Computer science; Adapter (computing); Chatbot; Natural language processing; Artificial intelligence; Parsing; Programming language; Information retrieval; Database","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004348073,0.001073516,0.0006053607,0.0008628651,0.0005631751,0.000989009,0.002320759,0.001620007,0.009190645],"category_scores_gemma":[0.001309218,0.0003894887,0.001096444,0.0006177229,0.0004371308,0.001908129,0.001079644,0.001434572,0.001676049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002183445,"about_ca_system_score_gemma":0.001989025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03846155,"about_ca_topic_score_gemma":0.03467495,"domain_scores_codex":[0.99961,0.0000501903,0.00002059069,0.0001938021,0.00005886404,0.00006655306],"domain_scores_gemma":[0.9997115,0.0001099506,0.00002473529,0.00003523851,0.00008087813,0.00003765173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000605273,0.0007932154,0.004439043,0.0004027426,0.0001610426,0.000699476,0.0004552235,0.6001549,0.009133002,0.01993128,0.0297544,0.3334704],"study_design_scores_gemma":[0.00001044054,0.00002628067,0.0002073846,0.000005119761,0.00001490485,0.00001595634,0.00002143126,0.9946479,0.0006511505,0.003425901,0.000967148,0.000006364321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0870932,0.001096311,0.876839,0.0020212,0.0002258497,0.0004339018,0.0039695,0.01691999,0.01140105],"genre_scores_gemma":[0.8300214,0.0005687012,0.1333348,0.001121474,0.00008760963,0.0006994384,0.007182705,0.0003499749,0.02663384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03846155,"threshold_uncertainty_score":0.07647538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752494632565285,"score_gpt":0.2484159739786928,"score_spread":0.23089102765304,"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."}}