{"id":"W2086580201","doi":"10.1109/vissof.2005.1684320","title":"Applying Code Analysis and 3D Design Pattern Grouping to Facilitate Program Comprehension","year":2005,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Program comprehension; Source code; Programming language; Unified Modeling Language; Reverse engineering; Static program analysis; Software engineering; Animation; Software design pattern; Software; Software development; Software system; Computer graphics (images)","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":[0.001865041,0.001357476,0.0007727631,0.004785914,0.0007307119,0.002390153,0.001227673,0.001332444,0.006525967],"category_scores_gemma":[0.01479804,0.0007231992,0.001129406,0.00217153,0.001218932,0.0028923,0.002259517,0.001110738,0.002166941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006341276,"about_ca_system_score_gemma":0.001155994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001504791,"about_ca_topic_score_gemma":0.002096963,"domain_scores_codex":[0.9982242,0.0006125246,0.0001708412,0.0003261736,0.0005918583,0.00007433219],"domain_scores_gemma":[0.9892399,0.005858101,0.001048299,0.002170066,0.001519653,0.000164044],"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":[0.0001787442,0.0002676149,0.004270554,0.0006463382,0.00007524591,0.0006639019,0.006762715,0.01833772,0.1175097,0.02716531,0.008148117,0.8159739],"study_design_scores_gemma":[0.0001396077,0.0002794987,0.005142702,0.0003267745,0.0001042658,0.001404628,0.001471648,0.6437864,0.1865518,0.08294457,0.07765132,0.0001967817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00964087,0.00003770276,0.9809601,0.000210798,0.00001690778,0.0001043043,0.00008202452,0.007199791,0.001747523],"genre_scores_gemma":[0.05133379,0.00008644926,0.9461604,0.00008179194,0.0000129969,0.0001627647,0.0002331047,0.0008179889,0.001110674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006525967,"threshold_uncertainty_score":0.02183151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0748341516401633,"score_gpt":0.2996052112481283,"score_spread":0.224771059607965,"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."}}