{"id":"W2954137348","doi":"10.1109/msr.2019.00084","title":"Scalable Software Merging Studies with MERGANSER","year":2019,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Merge (version control); Scalability; Scripting language; Python (programming language); SQL; Software; Merge algorithm; Database; Software engineering; Data mining; Information retrieval; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01370048,0.001532118,0.001235687,0.008919726,0.001415557,0.004651376,0.003444722,0.00109386,0.01218954],"category_scores_gemma":[0.04910152,0.001305627,0.001702154,0.004689573,0.001142108,0.007559384,0.008055645,0.001719699,0.002510383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252603,"about_ca_system_score_gemma":0.003179079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003527504,"about_ca_topic_score_gemma":0.006895994,"domain_scores_codex":[0.9914971,0.002735068,0.001137722,0.001772938,0.002614708,0.0002424188],"domain_scores_gemma":[0.9598193,0.02215105,0.002890898,0.01103313,0.003378365,0.0007273569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009506308,0.0007576437,0.04907155,0.003263561,0.001093791,0.001715647,0.009750322,0.04774055,0.02139479,0.06800036,0.06972697,0.7265342],"study_design_scores_gemma":[0.0007711646,0.0006166496,0.02574583,0.001228309,0.0005100282,0.001431209,0.004049666,0.5051361,0.04907713,0.2051549,0.2057431,0.0005359663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.09152579,0.001133527,0.7055997,0.001739112,0.0002775197,0.001826595,0.01163968,0.1713319,0.0149261],"genre_scores_gemma":[0.1898818,0.0004622208,0.783642,0.0002268049,0.00007383388,0.001281673,0.01343145,0.008084679,0.00291545],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01370048,"threshold_uncertainty_score":0.07245594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747348132469784,"score_gpt":0.2654499640269312,"score_spread":0.2479764827022334,"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."}}