{"id":"W2024157150","doi":"10.1145/2788940.2794366","title":"Differences in Perspective and Software Scaling","year":2015,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scaling; Perspective (graphical); Software; Computer science; Quantization (signal processing); Scale (ratio); Artificial intelligence; Mathematics; Algorithm; Physics; Geometry; Programming language","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":[0.007559702,0.0009926822,0.0006347232,0.002423122,0.0007427538,0.004011733,0.0009521309,0.0008192877,0.007670838],"category_scores_gemma":[0.1974167,0.0004208726,0.0008022583,0.003161728,0.00154441,0.004805837,0.003145433,0.001012268,0.001285491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006992812,"about_ca_system_score_gemma":0.0005826104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110583,"about_ca_topic_score_gemma":0.0007592559,"domain_scores_codex":[0.9837488,0.005625265,0.00135551,0.002137783,0.006416575,0.0007160634],"domain_scores_gemma":[0.8378725,0.1154832,0.01199916,0.01249076,0.01995129,0.002203147],"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":[0.005053359,0.0008811209,0.207289,0.001998549,0.0005042058,0.001132643,0.02880989,0.009842864,0.1503068,0.01644372,0.004917801,0.57282],"study_design_scores_gemma":[0.0005333829,0.007888284,0.7298766,0.0006547691,0.0008579628,0.003692125,0.02105194,0.04360009,0.1273299,0.02586864,0.03800734,0.0006388425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964933,0.0007182037,0.07575381,0.0004033052,0.0002572734,0.0003195571,0.0002961528,0.0008327194,0.02492574],"genre_scores_gemma":[0.9786478,0.0002747603,0.01865523,0.0001065352,0.00006484129,0.0001378703,0.0002104331,0.000475601,0.001426811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007670838,"threshold_uncertainty_score":0.03997999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06050453893054082,"score_gpt":0.3172917261337463,"score_spread":0.2567871872032055,"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."}}