{"id":"W4206923519","doi":"10.1142/s0218194021400192","title":"Automatically Generating Release Notes with Content Classification Models","year":2021,"lang":"en","type":"article","venue":"International Journal of Software Engineering and Knowledge Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Automatic summarization; Computer science; Task (project management); Metric (unit); Software; Software release life cycle; Artificial intelligence; Word (group theory); Machine learning; Word embedding; Natural language processing; Information retrieval; Embedding; Software development; Software quality; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0003806396,0.0002248075,0.0002722382,0.0003726546,0.00004488096,0.000303193,0.0005904893,0.00008007871,0.000003855088],"category_scores_gemma":[0.002974256,0.0002070454,0.00008713119,0.0003302609,0.00001776471,0.0007471633,0.0001904777,0.0004181183,0.000003620161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001694258,"about_ca_system_score_gemma":0.0002310025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002385884,"about_ca_topic_score_gemma":8.392004e-7,"domain_scores_codex":[0.9984024,0.00002158811,0.0004844797,0.0002637597,0.000547046,0.0002807529],"domain_scores_gemma":[0.9970108,0.001164551,0.000117476,0.0002467248,0.001230075,0.0002304183],"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":[0.00001916192,0.0001497933,0.002913768,0.0001989624,0.0004866326,0.000734993,0.001111889,0.9198842,0.03024832,0.01175891,0.00007389376,0.03241949],"study_design_scores_gemma":[0.0006227067,0.00007292606,0.007237357,0.0005486811,0.00001566839,0.001145856,0.00002345795,0.983396,0.006169925,0.00003701836,0.0004562699,0.0002741306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1588068,0.001607799,0.8383009,0.0001862108,0.0008013236,0.00004498375,0.000002287326,0.0002410015,0.000008657166],"genre_scores_gemma":[0.6696376,0.00007836054,0.3299334,0.00001379216,0.0002699584,0.000006914657,0.000002537352,0.00002981426,0.0000276125],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5108308,"threshold_uncertainty_score":0.8443068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481585465653141,"score_gpt":0.2557865103149564,"score_spread":0.2209706556584249,"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."}}