{"id":"W2057837180","doi":"10.1109/iwsm-mensura.2013.26","title":"Towards the Development of a Framework for Education in Software Measurement","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Division of Undergraduate Education","keywords":"Computer science; Process (computing); Field (mathematics); Set (abstract data type); Software; Educational software; Personal software process; Software development; Software engineering; Undergraduate education; Engineering management; Mathematics education; Medical education; Software construction; Engineering; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.000480862,0.00004872941,0.00005416711,0.00003984343,0.000027139,0.00004268588,0.0003895301,0.00002976162,0.00001507813],"category_scores_gemma":[0.000383682,0.00003165709,0.00001735705,0.0001314776,0.000004994572,0.0001922263,0.00006134203,0.0000523714,0.0000041876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004326863,"about_ca_system_score_gemma":0.0003371335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006530851,"about_ca_topic_score_gemma":0.00001360022,"domain_scores_codex":[0.9994965,0.00001201066,0.0001488308,0.00009522052,0.0001604965,0.00008694984],"domain_scores_gemma":[0.9994158,0.0001570095,0.00004683287,0.0002254894,0.0001377986,0.0000170793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[9.512506e-7,0.00005715958,0.0005199887,0.00002874786,0.000006062002,1.458305e-8,0.001110719,0.00002067067,0.00004133875,0.06369765,0.001534149,0.9329826],"study_design_scores_gemma":[0.0003219276,0.0001920651,0.1555223,0.000522097,0.00001042203,0.00000436472,0.0004595525,0.010697,0.05245455,0.6578899,0.121267,0.0006588083],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002357213,0.00009484759,0.9957507,0.001032904,0.000148048,0.0003388368,6.614201e-8,0.0001099292,0.0001674788],"genre_scores_gemma":[0.1605597,0.000002097651,0.8390278,0.0001190064,0.00001121546,0.0002564598,1.85474e-7,0.000002656739,0.0000208353],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9323238,"threshold_uncertainty_score":0.1290939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05162778908165088,"score_gpt":0.2996731560647659,"score_spread":0.248045366983115,"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."}}