{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005278017,0.00002108799,0.00002046085,0.00002139081,0.00002054501,0.0000958704,0.0003004933,0.00001143068,0.000256429],"category_scores_gemma":[0.00001943539,0.00001584256,0.00001010982,0.0001119646,0.000006979589,0.0002162546,0.00006169579,0.00003448892,0.0003120643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.89281e-7,"about_ca_system_score_gemma":0.00001354663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004577637,"about_ca_topic_score_gemma":0.00001127241,"domain_scores_codex":[0.9997842,0.000002498706,0.00003706707,0.00006347572,0.00005653702,0.00005622579],"domain_scores_gemma":[0.999698,0.000006956217,0.00000831274,0.0002266287,0.00001697219,0.00004307671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.162308e-8,0.000008356176,0.0002847057,2.897722e-7,7.086318e-7,5.839671e-7,0.0000198051,3.840958e-7,0.001841617,0.9766564,0.01380073,0.007386333],"study_design_scores_gemma":[0.0001766013,0.00002059419,0.003984828,0.000001077641,0.000001424692,0.0000145065,0.00001082325,0.3605299,0.01120241,0.01224172,0.6116459,0.0001702488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002534967,7.318112e-7,0.9288492,0.0008072933,0.0002103186,0.00001035014,4.515741e-7,0.0001286559,0.06745799],"genre_scores_gemma":[0.9308189,0.000001469263,0.06147913,0.00213113,0.00004685683,3.660807e-7,0.000002624223,0.000002021663,0.005517572],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9644147,"threshold_uncertainty_score":0.4011059,"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."}}