{"id":"W2056543697","doi":"10.1145/1879211.1879244","title":"ImpactViz","year":2010,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Code reuse; Reuse; Programming language; Software engineering; Modular design; Code (set theory); Software; Object-oriented programming; Class (philosophy); Software development; Engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007142529,0.0009877341,0.0004958946,0.002865507,0.00054014,0.002685098,0.001099006,0.0008070178,0.02828291],"category_scores_gemma":[0.003301871,0.0004926228,0.0007010871,0.002260303,0.0003340482,0.002657912,0.002639128,0.001219365,0.006016805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000531181,"about_ca_system_score_gemma":0.0005709197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002495536,"about_ca_topic_score_gemma":0.002892025,"domain_scores_codex":[0.999285,0.00006770081,0.00002659161,0.0001024638,0.0004403897,0.00007779232],"domain_scores_gemma":[0.9991733,0.000283582,0.0000824356,0.0002086638,0.0001846244,0.00006735297],"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":[0.001128423,0.0001319057,0.008975642,0.001039169,0.0001908154,0.0004985101,0.001649752,0.009768475,0.02675274,0.05183965,0.3894811,0.5085439],"study_design_scores_gemma":[0.0002362943,0.0001553813,0.01119605,0.0002250039,0.0001026074,0.0006792815,0.0003502373,0.05291314,0.02952034,0.03935499,0.8651409,0.0001258835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.04793301,0.002220685,0.3417298,0.002084919,0.0006705521,0.0005135073,0.04325465,0.4213876,0.1402053],"genre_scores_gemma":[0.4533181,0.004746903,0.3147689,0.001147074,0.0003940439,0.001195303,0.08507051,0.04951421,0.08984502],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9717171,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519781622281321,"score_gpt":0.3099968210049922,"score_spread":0.294799004782179,"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."}}