{"id":"W2101593757","doi":"10.1109/msr.2009.5069494","title":"On what basis to recommend: Changesets or interactions?","year":2009,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Task (project management); Programmer; Software bug; Software; Recommender system; Basis (linear algebra); Information retrieval; Software engineering; Data mining; Human–computer interaction; Programming language; Engineering","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":[0.005915071,0.001286543,0.001413201,0.004607779,0.0008110811,0.003450408,0.001384163,0.002611023,0.004156045],"category_scores_gemma":[0.05535569,0.000549492,0.0007879189,0.004408451,0.0005574556,0.005721828,0.000611319,0.001911905,0.003691778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007467253,"about_ca_system_score_gemma":0.001247014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406166,"about_ca_topic_score_gemma":0.03362673,"domain_scores_codex":[0.9940601,0.002043482,0.0005671553,0.001210251,0.001834856,0.0002841734],"domain_scores_gemma":[0.9653822,0.02046477,0.003296736,0.00422887,0.005850144,0.0007773254],"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":[0.001242764,0.0007711433,0.1264864,0.001157226,0.0007219038,0.0001496521,0.001069464,0.003631219,0.005487256,0.002253323,0.02932052,0.8277091],"study_design_scores_gemma":[0.00130337,0.003405501,0.5080085,0.002219625,0.003058049,0.002306534,0.009060308,0.2565898,0.02847002,0.02583943,0.1584913,0.001247474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5891147,0.01684742,0.2904655,0.02035234,0.001878401,0.001838196,0.01184174,0.0106808,0.056981],"genre_scores_gemma":[0.7579696,0.003622516,0.2219182,0.001157541,0.0006121279,0.0003411651,0.005638077,0.000583797,0.008156995],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01406166,"threshold_uncertainty_score":0.03128231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117145569417936,"score_gpt":0.3419318548186402,"score_spread":0.2907603991244609,"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."}}