{"id":"W3211768873","doi":"10.1145/3528579.3529177","title":"How developers and managers define and trade productivity for quality","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Productivity; Quality (philosophy); Software; Software quality; Business; Robustness (evolution); Computer science; Software development; Knowledge management; Economics","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":[0.03318148,0.0004738374,0.0005905283,0.002971911,0.003875221,0.03090391,0.001996627,0.005607364,0.007392283],"category_scores_gemma":[0.1291315,0.0007425658,0.0003733358,0.003325889,0.01812389,0.02795215,0.006929048,0.004577287,0.001530045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00870465,"about_ca_system_score_gemma":0.01125176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00599079,"about_ca_topic_score_gemma":0.005735865,"domain_scores_codex":[0.9564668,0.02959518,0.001446685,0.00292156,0.006624331,0.002945471],"domain_scores_gemma":[0.8510671,0.1068319,0.01382455,0.006541052,0.01386525,0.007870107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00016756,0.0001697278,0.03327697,0.000623136,0.0001198399,0.000438171,0.208591,0.001683035,0.001389581,0.6191687,0.03189621,0.102476],"study_design_scores_gemma":[0.0000844947,0.0001120323,0.0205323,0.001021197,0.00007042722,0.0003798662,0.1515241,0.002626485,0.001468955,0.6792747,0.1427776,0.0001278051],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3314315,0.01500292,0.07405576,0.2835032,0.001074215,0.000174162,0.0001905839,0.0005021287,0.2940656],"genre_scores_gemma":[0.9807997,0.001808749,0.006271327,0.005166656,0.0001983943,0.00008169184,0.00003827053,0.0001767368,0.005458427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03318148,"threshold_uncertainty_score":0.1754825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06251090589772802,"score_gpt":0.3112122957299431,"score_spread":0.2487013898322151,"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."}}