{"id":"W4250631242","doi":"10.1109/mise.2015.12","title":"A Field Study of Modellers at Work","year":2015,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Limiting; Field (mathematics); Computer science; Software development; Work (physics); Productivity; Social software engineering; Software; Software engineering; Software Engineering Process Group; Software development process; Engineering management; Systems engineering; Management science; Process management; Engineering; Software construction; Mechanical engineering","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":[0.01514815,0.0006711534,0.0006735855,0.002895677,0.009766102,0.003001632,0.001997188,0.002510636,0.00335819],"category_scores_gemma":[0.02794707,0.000973184,0.0003508723,0.001552089,0.005912663,0.004059729,0.002866304,0.003744689,0.0007039775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003973457,"about_ca_system_score_gemma":0.00342784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0078618,"about_ca_topic_score_gemma":0.01505071,"domain_scores_codex":[0.9897504,0.007154721,0.0002998285,0.00111322,0.0007623151,0.000919532],"domain_scores_gemma":[0.9453003,0.03857268,0.003296655,0.002247423,0.005631472,0.004951457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00100706,0.007669851,0.06720754,0.0004148736,0.00001928914,0.002220104,0.8797441,0.0003876406,0.007181928,0.003342987,0.001916921,0.02888781],"study_design_scores_gemma":[0.0002166466,0.005015569,0.03118564,0.0002629742,0.00001923398,0.0007710671,0.9427657,0.0008680869,0.002771051,0.001456363,0.01456561,0.0001021525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962011,0.00009598697,0.001161053,0.000497004,0.00001317808,0.0001906567,0.00004406809,0.00001455886,0.001782426],"genre_scores_gemma":[0.9952166,0.0002059114,0.00149219,0.0003740187,0.00001875316,0.000246751,0.00005843995,0.00001278907,0.002374516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01514815,"threshold_uncertainty_score":0.08011204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04390184203541705,"score_gpt":0.2537960729608429,"score_spread":0.2098942309254259,"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."}}