{"id":"W2025969569","doi":"10.1145/1125451.1125533","title":"AuraOrb","year":2006,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Heuristics; Focus (optics); Notification system; Orb (optics); Heading (navigation); Set (abstract data type); Task (project management); Human–computer interaction; World Wide Web; Computer vision; Engineering; Operating system","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004813769,0.00003377647,0.00004627493,0.0001113672,0.00005169896,0.0001999798,0.0002392427,0.00001234678,0.00533282],"category_scores_gemma":[0.00003937893,0.0000211467,0.00003857091,0.0002674351,0.00001454976,0.0004148719,0.00003679289,0.00001844159,0.006097068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005558969,"about_ca_system_score_gemma":0.000004533089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004872834,"about_ca_topic_score_gemma":0.00003531271,"domain_scores_codex":[0.9990535,0.00001017969,0.0002141237,0.00008069348,0.0005619345,0.00007955994],"domain_scores_gemma":[0.9996611,0.00006135626,0.00003956714,0.0001549134,0.00006403292,0.00001899384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001946155,0.0000154329,0.0437353,2.126746e-7,6.72853e-7,0.000001383357,0.00002646364,0.00003905992,0.0000921035,0.1428912,0.7925355,0.02066066],"study_design_scores_gemma":[0.0001010378,0.000005226987,0.3218086,3.384458e-7,0.00000165346,6.655989e-7,0.0002128102,0.001133766,0.0001839328,0.02163207,0.6548616,0.00005830415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3658085,0.000005688722,0.005169115,0.00117242,0.0001056795,0.00003713112,0.000001067792,0.00005417504,0.6276462],"genre_scores_gemma":[0.8446745,1.710072e-7,0.0007118403,0.0004141494,0.00003897666,0.000001795319,0.000002156182,0.000001071806,0.1541553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.478866,"threshold_uncertainty_score":0.9955764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3188492016146856,"score_gpt":0.4579981447824913,"score_spread":0.1391489431678057,"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."}}