{"id":"W2156448859","doi":"10.1109/ms.2009.161","title":"Recommendation Systems for Software Engineering","year":2009,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":387,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McGill University","funders":"","keywords":"Software engineering; Social software engineering; Software development; Computer science; Software construction; Personal software process; Software peer review; Reuse; Software system; Package development process; Software Engineering Process Group; Software; World Wide Web; 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":[0.007635613,0.001662816,0.002260681,0.005811171,0.001849639,0.004321072,0.002946838,0.004426533,0.0243089],"category_scores_gemma":[0.03390932,0.0009858782,0.002126625,0.008296144,0.000814896,0.006983774,0.002399367,0.002825223,0.01809641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002295561,"about_ca_system_score_gemma":0.001725047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01726199,"about_ca_topic_score_gemma":0.01906982,"domain_scores_codex":[0.9918847,0.003170722,0.0008056827,0.001446871,0.00244456,0.0002474537],"domain_scores_gemma":[0.9852014,0.007010658,0.0006633579,0.003017335,0.003788337,0.0003188796],"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":[0.0003565415,0.0002854265,0.002332051,0.001134175,0.0006237102,0.0001834581,0.0002286332,0.02573929,0.001319906,0.0603397,0.1200223,0.7874349],"study_design_scores_gemma":[0.0004041318,0.0003560117,0.002386441,0.0006105704,0.0005306425,0.0005464896,0.0002629094,0.4890866,0.002844921,0.198935,0.3037781,0.0002581901],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004576263,0.01314557,0.9318718,0.005386975,0.001071419,0.001142151,0.003170921,0.01763458,0.02200036],"genre_scores_gemma":[0.09236615,0.01335817,0.8498011,0.002237015,0.001344524,0.001542485,0.009179831,0.0007146875,0.02945607],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0243089,"threshold_uncertainty_score":0.08132136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223554942090374,"score_gpt":0.2680150422771015,"score_spread":0.2456595480680641,"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."}}