{"id":"W4386566844","doi":"10.18653/v1/2023.eacl-demo.10","title":"NxPlain: A Web-based Tool for Discovery of Latent Concepts","year":2023,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Computational linguistics; World Wide Web; Natural language processing","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":[0.003301176,0.002249269,0.001220237,0.006476786,0.001262633,0.002721826,0.001888909,0.001289131,0.03983043],"category_scores_gemma":[0.01092459,0.001014329,0.001648551,0.003566821,0.0004764952,0.005201044,0.004866912,0.001910281,0.01913809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006653357,"about_ca_system_score_gemma":0.001310205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866722,"about_ca_topic_score_gemma":0.008160898,"domain_scores_codex":[0.9984451,0.0005734754,0.000170239,0.0003353579,0.0004223384,0.00005360794],"domain_scores_gemma":[0.9945458,0.004226456,0.0003059381,0.0004604828,0.0002924775,0.0001689325],"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":[0.001359597,0.0004557071,0.007146221,0.003198271,0.0006706358,0.001476023,0.002112709,0.00354441,0.01165201,0.02450973,0.4143994,0.5294752],"study_design_scores_gemma":[0.0010076,0.000281047,0.009527273,0.0007537024,0.0003215472,0.00175827,0.001669283,0.2222209,0.01955374,0.1304647,0.6121236,0.0003183361],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005982878,0.001567359,0.6675485,0.0008867741,0.000261049,0.0005921118,0.05331559,0.2627769,0.00706881],"genre_scores_gemma":[0.04804229,0.001604747,0.7859716,0.0006057493,0.0001983378,0.003273111,0.1355195,0.01081101,0.01397364],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03983043,"threshold_uncertainty_score":0.133246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701453510021448,"score_gpt":0.2858548659513372,"score_spread":0.2488403308511228,"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."}}