{"id":"W4400984437","doi":"10.23977/jeis.2024.090220","title":"Research on Humanized Design and Implementation of Computer Software User Interface Based on Visual Data Mining","year":2024,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Hunan Province","keywords":"Computer science; Human–computer interaction; Software; Interface design; Interface (matter); Software engineering; User interface; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005359634,0.0007009212,0.0004326725,0.001839749,0.0003930752,0.001974444,0.001429367,0.0004891159,0.001376576],"category_scores_gemma":[0.0202652,0.0004148596,0.0007265166,0.001012717,0.0009696301,0.002819111,0.0007688561,0.0006364769,0.0001878141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077361,"about_ca_system_score_gemma":0.0014715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002910905,"about_ca_topic_score_gemma":0.001809443,"domain_scores_codex":[0.9936572,0.002763712,0.0005236357,0.001009127,0.001819592,0.0002266745],"domain_scores_gemma":[0.9885916,0.005602058,0.001117488,0.001229135,0.00323185,0.0002278485],"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":[0.0004529958,0.0004309965,0.02580144,0.001141969,0.0002376505,0.0001720124,0.003129399,0.02876271,0.03589659,0.01382234,0.001911656,0.8882403],"study_design_scores_gemma":[0.0002646977,0.003171855,0.078375,0.0007268866,0.0005914056,0.001190176,0.00294355,0.7216181,0.1180507,0.02950808,0.04321165,0.0003479222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1240468,0.0009471849,0.8679119,0.0003981568,0.00005668491,0.0004544185,0.00006714548,0.001046189,0.005071588],"genre_scores_gemma":[0.6353952,0.0009200527,0.3607331,0.0001489784,0.00003340483,0.0003520922,0.0001992141,0.0001347472,0.002083217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005359634,"threshold_uncertainty_score":0.02834481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07506505417359997,"score_gpt":0.4019740780259652,"score_spread":0.3269090238523652,"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."}}