{"id":"W1964795700","doi":"10.1007/978-0-585-27477-5_4","title":"Pattern Matching for Clone and Concept Detection","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":234,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Programmer; Computer science; Software engineering; Program comprehension; Source code; Programming language; Software system; Matching (statistics); Legacy system; Task (project management); Software evolution; Software; Systems engineering; Software construction; 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":[0.0006883403,0.00113893,0.001143797,0.002243449,0.0005461567,0.00150695,0.002654102,0.001496302,0.01426704],"category_scores_gemma":[0.002600636,0.0005974965,0.0009921101,0.003435814,0.0006615152,0.003821117,0.001410442,0.001202725,0.008523669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005698462,"about_ca_system_score_gemma":0.0005565505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164647,"about_ca_topic_score_gemma":0.00128452,"domain_scores_codex":[0.9989335,0.0001150463,0.0000794271,0.0002977677,0.0005111069,0.00006315738],"domain_scores_gemma":[0.999079,0.000343741,0.00005463839,0.0002708724,0.0002260521,0.00002571079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003924176,0.00003842207,0.0002318562,0.0002065821,0.00002750446,0.00009694337,0.00006125512,0.002049867,0.009730026,0.01957175,0.01494112,0.9530055],"study_design_scores_gemma":[0.00003622352,0.0001648782,0.00199098,0.0003125966,0.0001484468,0.004147411,0.0001850041,0.300509,0.09165187,0.3660197,0.2347282,0.0001057554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002995209,0.002594906,0.9805714,0.0001711701,0.0002183515,0.00008808782,0.0002820182,0.00334565,0.00973313],"genre_scores_gemma":[0.03547414,0.002449394,0.9267321,0.0002129097,0.0001643765,0.0001452267,0.001251817,0.000621409,0.03294857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01426704,"threshold_uncertainty_score":0.04772794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316333521981394,"score_gpt":0.2729753443086678,"score_spread":0.2498120090888538,"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."}}