{"id":"W7127080323","doi":"10.1109/ieem63636.2025.11357604","title":"Adopting Open-Source Software Components in Information Systems Development Projects: An Analysis of Software Quality and Design Principles","year":2025,"lang":"","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School; York University","funders":"","keywords":"Quality (philosophy); Software development; Software quality; Software development process; Software design; Information system; Software; Process (computing); Design elements and principles","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00935119,0.0005484703,0.001400221,0.003077937,0.000652706,0.002447579,0.002695435,0.0003047254,0.0000139136],"category_scores_gemma":[0.002372747,0.0005715555,0.00009780964,0.01045001,0.0002061685,0.005988621,0.003419138,0.000396805,0.000007631914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006902412,"about_ca_system_score_gemma":0.001801869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00332343,"about_ca_topic_score_gemma":0.0003629099,"domain_scores_codex":[0.9918056,0.001557157,0.003973102,0.0009994089,0.0009790106,0.000685764],"domain_scores_gemma":[0.9936622,0.001490783,0.001732073,0.001439373,0.001497511,0.0001780012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002411345,0.0007195734,0.5836499,0.001098642,0.001243118,0.000002734064,0.02905501,0.2360443,0.00003450707,0.008284252,0.00002360174,0.1396033],"study_design_scores_gemma":[0.001291432,0.0001201568,0.6455841,0.001038822,0.0002235176,0.000002641981,0.004602753,0.3433666,0.0001879222,0.00002268973,0.002854718,0.0007046003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2432296,0.00009380517,0.7537432,0.0001139985,0.0001896606,0.002328841,0.00002337632,0.0001935896,0.00008394643],"genre_scores_gemma":[0.532349,0.000006145704,0.4669616,0.0002287367,0.000004996823,0.0001519656,0.00009025088,0.00001277818,0.0001945762],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2891194,"threshold_uncertainty_score":0.9996736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1376388930989322,"score_gpt":0.3356725986930922,"score_spread":0.19803370559416,"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."}}