{"id":"W7134922341","doi":"10.1109/icdmw69685.2025.00284","title":"Aspect-Aware Sentiment Interaction Modeling with DeBERTa for Enhanced Review-Based Recommendations","year":2025,"lang":"","type":"article","venue":"","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Perspective (graphical); Identification (biology); Feature (linguistics); Key (lock); Focus (optics)","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":[0.0009620994,0.0008615367,0.0009773658,0.001370149,0.0003615082,0.001074468,0.001037096,0.0008832238,0.001572498],"category_scores_gemma":[0.003822017,0.0004849725,0.001017247,0.001109264,0.0002434048,0.001329601,0.0006498942,0.001247022,0.001459899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006043349,"about_ca_system_score_gemma":0.0007914052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01301536,"about_ca_topic_score_gemma":0.02799565,"domain_scores_codex":[0.9994893,0.0001610785,0.00004219191,0.0001450666,0.0001178025,0.00004445225],"domain_scores_gemma":[0.9988732,0.0005765213,0.0001092243,0.00008931776,0.0003009052,0.00005090051],"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":[0.0007173297,0.000420936,0.01761687,0.0004548865,0.0006973569,0.0005130278,0.0008929191,0.2239301,0.02838915,0.009609774,0.02191099,0.6948467],"study_design_scores_gemma":[0.00001083896,0.00003321518,0.001010732,0.000009406006,0.00005438327,0.0000491468,0.00001500519,0.9942245,0.0008368189,0.001983999,0.001758349,0.00001362718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.067821,0.004448354,0.9163549,0.001205486,0.0002854691,0.0002079829,0.001163129,0.003423856,0.005089787],"genre_scores_gemma":[0.7518649,0.001890945,0.2333156,0.000761965,0.0004520706,0.0003093285,0.002433623,0.0002261598,0.008745442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01301536,"threshold_uncertainty_score":0.0258792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782268535067593,"score_gpt":0.3444230852205374,"score_spread":0.3066003998698615,"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."}}