{"id":"W7070801830","doi":"","title":"Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling:in conjunction with 11th International Conference on User Modeling, UM 2007. Corfu, Greece, June 26th, 2007","year":2007,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Conjunction (astronomy); User interface; User needs; Key (lock)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002941973,0.0002442359,0.0002090246,0.0003578175,0.0001419743,0.0001065913,0.0009484494,0.0001260968,0.0000811475],"category_scores_gemma":[0.00002399118,0.0002020166,0.00007268135,0.0005155,0.0001041423,0.0006228056,0.0001731488,0.0003134731,0.00001138556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826515,"about_ca_system_score_gemma":0.00009273647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399835,"about_ca_topic_score_gemma":0.0001565537,"domain_scores_codex":[0.9981499,0.000008369568,0.0003229273,0.0005433909,0.0006335449,0.0003418488],"domain_scores_gemma":[0.9989408,0.00003931711,0.0002496579,0.0002304751,0.0004022022,0.0001374945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002764942,0.001213182,0.04002601,0.00004594235,0.0003400864,0.0001046868,0.005433434,0.03162435,0.006502293,0.8894001,0.01714683,0.00539815],"study_design_scores_gemma":[0.002799817,0.0001506733,0.002287044,0.0003886873,0.00003875762,0.00004101103,0.002114537,0.9779863,0.001044705,0.001001015,0.01166419,0.0004833119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8690712,0.00002134397,0.111345,0.001362472,0.0005576068,0.0004269657,0.00001495356,0.00009958896,0.01710084],"genre_scores_gemma":[0.9915241,0.00008287609,0.003033078,0.0004086973,0.00006978751,0.000004962533,0.00001914324,0.00001837333,0.004838978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9463619,"threshold_uncertainty_score":0.8237998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608179282496649,"score_gpt":0.2375327091381344,"score_spread":0.2114509163131679,"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."}}