{"id":"W1985892950","doi":"10.1007/s10664-015-9371-y","title":"An empirical study of integration activities in distributions of open source software","year":2015,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Queen's University; Polytechnique Montréal","funders":"","keywords":"Computer science; Component (thermodynamics); Reuse; System integration; Software engineering; Software; Context (archaeology); Software quality; Component-based software engineering; Software development; Systems engineering; Engineering; Operating system","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":[0.004107342,0.0002463054,0.0002038275,0.002695706,0.0008944891,0.0013958,0.0007967394,0.00068318,0.002312781],"category_scores_gemma":[0.07991409,0.0002571238,0.0002297931,0.003157867,0.00127976,0.003455296,0.001459942,0.00128049,0.0004312301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104419,"about_ca_system_score_gemma":0.0008731763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003983343,"about_ca_topic_score_gemma":0.004832301,"domain_scores_codex":[0.9966625,0.001751598,0.0001797127,0.0003139281,0.0007977767,0.0002943658],"domain_scores_gemma":[0.8242804,0.1320251,0.0212443,0.007006305,0.01133191,0.004112005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003851213,0.001415763,0.9459757,0.0000482316,0.00003727422,0.000276044,0.007693606,0.001150114,0.001987769,0.00315874,0.0003693345,0.03750236],"study_design_scores_gemma":[0.00003868971,0.0006135061,0.9642695,0.00003792185,0.0000406932,0.0006506555,0.01133615,0.01633287,0.00188703,0.003173647,0.001589532,0.00002989378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986883,0.00003054812,0.0005973058,0.00003657576,0.000001109427,0.000007749917,0.00002338782,0.000008472551,0.0006066195],"genre_scores_gemma":[0.999102,0.00002376766,0.0005367718,0.000006278985,0.000004615678,0.000006629161,0.00006471445,0.000006426392,0.0002487975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004107342,"threshold_uncertainty_score":0.02172196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06030563834253202,"score_gpt":0.3592406911326763,"score_spread":0.2989350527901443,"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."}}