{"id":"W4308627408","doi":"10.1145/3558489.3570199","title":"Release engineering in the AI world: how can analytics help? (keynote)","year":2022,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Software deployment; Analytics; Computer science; Cloud computing; Data science; Software engineering; Software; Key (lock); World Wide Web; Computer security","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":[0.0128336,0.001025003,0.0005925653,0.00184223,0.00488383,0.02115946,0.001522162,0.008488064,0.02532702],"category_scores_gemma":[0.03498392,0.0007253146,0.0008034338,0.001490964,0.005016047,0.03401621,0.006689904,0.01455813,0.01260068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004071688,"about_ca_system_score_gemma":0.004026448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002762644,"about_ca_topic_score_gemma":0.004122541,"domain_scores_codex":[0.9943404,0.00222888,0.0002295525,0.0007138589,0.001753395,0.0007338636],"domain_scores_gemma":[0.978915,0.01232874,0.001111445,0.0009378579,0.004086013,0.002620982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004994369,0.00006494816,0.0005484648,0.0002576454,0.00001531768,0.0002093599,0.005236907,0.0001993036,0.0003763968,0.05992601,0.8440889,0.08902676],"study_design_scores_gemma":[0.000008284236,0.00004256073,0.0006033333,0.0006282038,0.00001312886,0.0002296839,0.01029076,0.0003887523,0.0003619056,0.04260353,0.9447719,0.00005803796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001947812,0.02885034,0.01295939,0.8823256,0.04013652,0.00005793212,0.0001493118,0.0006278061,0.03294521],"genre_scores_gemma":[0.1135145,0.1367427,0.02920879,0.330369,0.08890109,0.0004350025,0.0006550109,0.002438246,0.2977357],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02532702,"threshold_uncertainty_score":0.08472735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023654582036788,"score_gpt":0.2185696780670843,"score_spread":0.2083331322467164,"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."}}