{"id":"W2546705944","doi":"10.1145/2950290.2983989","title":"Disrupting developer productivity one bot at a time","year":2016,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Productivity; Computer science; Bridging (networking); Software; Software development; Team software process; Software quality; Software engineering; Software development process; Computer security; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001753051,0.00008422244,0.00008572535,0.00003966059,0.0001283919,0.00005564633,0.0005066289,0.00002656909,0.0007181464],"category_scores_gemma":[0.00008398017,0.00005330707,0.00002855965,0.0001916574,0.00002416185,0.001002731,0.000655328,0.00004778327,0.006427501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375509,"about_ca_system_score_gemma":0.00003952238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003719317,"about_ca_topic_score_gemma":0.00009959925,"domain_scores_codex":[0.9990764,0.00003559944,0.0001322819,0.000361749,0.0001739963,0.0002199283],"domain_scores_gemma":[0.9990917,0.0001448199,0.00004732147,0.0005597639,0.00009543483,0.00006094983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001934793,0.0004166269,0.01060081,0.00002302347,0.00009007673,0.00001861383,0.002057915,0.000007391735,0.6507583,0.04179572,0.02191429,0.2722979],"study_design_scores_gemma":[0.001125995,0.0002126017,0.07707752,0.0003153067,0.00002470818,0.0004002193,0.00005227769,0.01837979,0.5170818,0.010308,0.3732274,0.001794335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4078363,0.00001163686,0.4862446,0.04619685,0.0004811616,0.0002055328,0.000001805961,0.0006969708,0.05832513],"genre_scores_gemma":[0.7846174,0.000001464205,0.1215126,0.0005618281,0.0001422436,0.00002211245,3.675102e-7,0.00001135772,0.09313071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3767811,"threshold_uncertainty_score":0.9943461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02030259300233728,"score_gpt":0.2449284364366128,"score_spread":0.2246258434342756,"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."}}