{"id":"W1993507155","doi":"10.1145/2001858.2001996","title":"Software clustering by example","year":2011,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cluster analysis; Computer science; Graph; Software; Clustering coefficient; Theoretical computer science; Data mining; Programming language; Artificial intelligence","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":[0.001014372,0.0007875819,0.0005059444,0.001236199,0.0008092403,0.0009361588,0.001703071,0.001404279,0.006118735],"category_scores_gemma":[0.004990896,0.0002842268,0.001118463,0.001879977,0.001382841,0.002267727,0.001877357,0.001644778,0.001075185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00074481,"about_ca_system_score_gemma":0.0004411072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302642,"about_ca_topic_score_gemma":0.003923671,"domain_scores_codex":[0.9986148,0.0005059736,0.00007123204,0.0002839129,0.0003874262,0.0001367768],"domain_scores_gemma":[0.9979163,0.0009828216,0.0001467921,0.0004916958,0.0003740111,0.00008842412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009057143,0.0001061048,0.001619401,0.0002528899,0.00005234654,0.0003715977,0.0005313879,0.3822953,0.003889495,0.5269968,0.007388912,0.07640519],"study_design_scores_gemma":[0.00002673251,0.0000582579,0.0004167331,0.00004366337,0.00002996107,0.000368703,0.0001654862,0.6764522,0.003584967,0.2841429,0.03468604,0.00002433911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02043271,0.0002040413,0.9676111,0.0004078544,0.00003749176,0.00008332176,0.0001237156,0.0003112259,0.01078852],"genre_scores_gemma":[0.2925731,0.0004212286,0.6954393,0.0001859733,0.00004572076,0.0002308948,0.0005154719,0.0002503249,0.0103379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006118735,"threshold_uncertainty_score":0.02046925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05046215581410515,"score_gpt":0.2469880040589133,"score_spread":0.1965258482448082,"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."}}