{"id":"W1998625856","doi":"10.1109/rcis.2008.4632096","title":"Early assessment of software architecture qualities","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Software architecture; Architecture; Software engineering; Quality (philosophy); Process (computing); Reference architecture; Software; Software quality; Computer architecture; Software development; Programming language","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":[0.0002062911,0.0001024908,0.0001799115,0.0000856043,0.00004982435,0.00001024713,0.0005590351,0.00004005188,0.000008752062],"category_scores_gemma":[0.0003401636,0.00008446094,0.00005470305,0.000196269,0.00007633802,0.0001977209,0.0001902825,0.000124615,0.000002659561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001969858,"about_ca_system_score_gemma":0.00005918477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001959623,"about_ca_topic_score_gemma":7.575687e-7,"domain_scores_codex":[0.9991396,0.00008230608,0.0001759675,0.0001935438,0.0002297498,0.0001788482],"domain_scores_gemma":[0.9985796,0.0007992586,0.00005456713,0.000467973,0.00005902598,0.00003956036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00000937503,0.0001519125,0.02165611,0.000215552,0.0001143594,0.0001116329,0.0124003,0.5258919,0.00347732,0.3427635,0.0009827366,0.09222528],"study_design_scores_gemma":[0.001253062,0.000958781,0.5576522,0.0001126644,0.0000129785,0.0003330527,0.0002703631,0.003300752,0.03225565,0.3991928,0.003047053,0.001610571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02965475,0.00006292532,0.9688247,0.00007859005,0.0001786704,0.00005621943,0.000001423108,0.0006543104,0.0004883346],"genre_scores_gemma":[0.1435551,0.000009248684,0.855813,0.00004430327,0.0000162366,0.000006511552,3.916172e-7,0.000006148784,0.0005490065],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5359961,"threshold_uncertainty_score":0.3444217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494314201159941,"score_gpt":0.321455535465867,"score_spread":0.2665123934542676,"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."}}