{"id":"W4394750362","doi":"10.1145/3643140","title":"DevEx in Action","year":2024,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Action (physics); Physics","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":[0.008176885,0.0003799867,0.0002184428,0.001188641,0.00286473,0.00481687,0.000751335,0.001059843,0.009940491],"category_scores_gemma":[0.02801841,0.000250021,0.0001700646,0.0006805288,0.003760155,0.004448971,0.004952914,0.001689881,0.001047664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00293325,"about_ca_system_score_gemma":0.003366206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005960063,"about_ca_topic_score_gemma":0.009718774,"domain_scores_codex":[0.9897776,0.007747706,0.0002154307,0.0005009559,0.001106519,0.0006517758],"domain_scores_gemma":[0.9735922,0.01706952,0.002035477,0.001768311,0.002645535,0.002888946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006804404,0.0009517851,0.0660089,0.0004123134,0.00004718987,0.002502595,0.5384691,0.000420316,0.002497719,0.120837,0.0510911,0.2160814],"study_design_scores_gemma":[0.00009923476,0.0006945833,0.04027393,0.0006436097,0.00004275619,0.001398381,0.3588661,0.0006881409,0.002094346,0.01587121,0.5792709,0.00005682314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6172153,0.001758072,0.005185163,0.009857791,0.0004302209,0.0001185815,0.0002396919,0.0001748244,0.3650204],"genre_scores_gemma":[0.9396721,0.000434901,0.001652342,0.0007355312,0.00002869275,0.0001067073,0.00009333361,0.0001251653,0.05715115],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009940491,"threshold_uncertainty_score":0.043244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237192344355283,"score_gpt":0.327760067060914,"score_spread":0.2040408326253857,"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."}}