{"id":"W4414410046","doi":"10.63808/decs.v1i2.55","title":"User Behavior Data-Driven Interface Optimization Design Research for Computer Science Learning Platforms","year":2025,"lang":"en","type":"article","venue":"Data Ethical and CyberSecurity","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Task (project management); Sample (material); Interface (matter); Key (lock); User interface; User interface design; Window (computing); Task analysis","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004265279,0.0001069433,0.0001478181,0.0001487922,0.001621904,0.0007513342,0.001028484,0.0001254858,0.000285006],"category_scores_gemma":[0.0009022171,0.00008547628,0.00001507339,0.00009999788,0.0009029887,0.0007693254,0.001462265,0.001575782,0.000008978637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002437345,"about_ca_system_score_gemma":0.0001087917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006368548,"about_ca_topic_score_gemma":0.0003470544,"domain_scores_codex":[0.998446,0.0001552129,0.0001845677,0.0006220625,0.0002745852,0.0003176055],"domain_scores_gemma":[0.9982229,0.0008012155,0.00004358466,0.0006791085,0.0001793184,0.00007386008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003615945,0.0005386135,0.001022671,0.0004240266,0.0001678269,0.0000259521,0.1289833,0.01436202,0.0001516536,0.5591242,0.07473037,0.2201078],"study_design_scores_gemma":[0.0005473069,0.0001484534,0.00009947002,0.0001319872,0.00005661925,0.000003206844,0.007980501,0.7819995,0.00003442728,0.0008277473,0.2079446,0.0002261813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.183975,0.0005098351,0.8051858,0.003894182,0.001095264,0.00121891,0.0008952678,0.0003371298,0.00288865],"genre_scores_gemma":[0.9649692,0.00003367828,0.03054257,0.001031465,0.0004292708,0.00003098441,0.001784434,0.00001857928,0.001159858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7809942,"threshold_uncertainty_score":0.9996778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2196501456563626,"score_gpt":0.417403725120164,"score_spread":0.1977535794638015,"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."}}