{"id":"W2781728735","doi":"10.1109/ms.2017.4541027","title":"Software Bots","year":2017,"lang":"en","type":"article","venue":"IEEE Software","topic":"AI in Service Interactions","field":"Computer Science","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Software development; Social software engineering; Computer science; Software engineering; Software peer review; Software; Personal software process; Software construction; World Wide Web; Operating system","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001131215,0.0001647618,0.0001540681,0.00006458502,0.001615147,0.0005560194,0.003038996,0.00009272579,0.00008056662],"category_scores_gemma":[0.0004145587,0.0001628027,0.0001052997,0.00007972876,0.00006978072,0.001688197,0.0007152777,0.0002338749,0.00120232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006029594,"about_ca_system_score_gemma":0.00008264939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001519038,"about_ca_topic_score_gemma":0.0001039883,"domain_scores_codex":[0.9987162,0.00002564462,0.0001850957,0.0004392595,0.0002911323,0.0003426618],"domain_scores_gemma":[0.9969143,0.0001552178,0.00019536,0.002421625,0.0001746129,0.0001389223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002829483,0.0005009434,0.1336082,0.0001891277,0.0002374421,0.000723084,0.006870274,0.0007053687,0.001204594,0.01012017,0.1948426,0.6509699],"study_design_scores_gemma":[0.002297923,0.0004045853,0.2944455,0.0006543486,0.00007919679,0.0006030828,0.0001505034,0.008967112,0.01971567,0.08727442,0.5822347,0.00317293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02855704,0.00006057763,0.9615251,0.00230748,0.004844459,0.0001415993,0.0000137852,0.001099787,0.001450178],"genre_scores_gemma":[0.6786678,0.0000116419,0.3155231,0.001685912,0.0004829617,0.00004649459,0.000003321651,0.00003584373,0.003542896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6501108,"threshold_uncertainty_score":0.9996846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02829551490794084,"score_gpt":0.2978867624743128,"score_spread":0.269591247566372,"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."}}