{"id":"W4380520359","doi":"10.1109/tse.2023.3285743","title":"STRE: An Automated Approach to Suggesting App Developers When to Stop Reading Reviews","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Fundo para o Desenvolvimento das Ciências e da Tecnologia; China Postdoctoral Science Foundation","keywords":"Computer science; Reading (process); Upload; Categorization; World Wide Web; Complement (music); Data science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009805808,0.0004191654,0.0004150044,0.001271468,0.0002558289,0.000281496,0.00128041,0.0001357681,0.000009425934],"category_scores_gemma":[0.0007505286,0.0004578509,0.0001120915,0.003818159,0.00001168396,0.0006097136,0.00002730508,0.0005336654,0.0006040724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550573,"about_ca_system_score_gemma":0.00009341602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003922887,"about_ca_topic_score_gemma":0.000003241967,"domain_scores_codex":[0.9969639,0.00006608893,0.0004694799,0.0009266295,0.0006099708,0.0009639961],"domain_scores_gemma":[0.9974847,0.0006263675,0.00003649685,0.001065213,0.0001208887,0.0006663516],"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":[0.000004513137,0.00004748931,0.0000604777,0.0001234569,0.00002775081,0.00001904003,0.002702443,0.9567235,0.001374605,0.00004325985,0.00147621,0.0373973],"study_design_scores_gemma":[0.0003772757,0.0002342128,0.003100956,0.0005712023,0.0000185465,0.00005888693,0.0001067355,0.9763086,0.00848548,0.000006255949,0.009408232,0.001323551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02410813,0.00002838144,0.9592459,0.00008875985,0.0008694372,0.0007419428,0.00001268984,0.01488572,0.00001904568],"genre_scores_gemma":[0.2523706,0.00001785141,0.7461631,0.0001440822,0.00009181639,0.0006235931,0.000009539802,0.0001357374,0.0004437564],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2282624,"threshold_uncertainty_score":0.9997873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949344976735494,"score_gpt":0.2921104368037568,"score_spread":0.2526169870364019,"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."}}