{"id":"W7064706290","doi":"","title":"A Cognitive user model for IUA agents in collaboration virtual environment","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"User interface; User modeling; Cognition; Cognitive model; Virtual reality; Virtual machine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002944669,0.0005696244,0.0006201947,0.0009112044,0.002006094,0.004768496,0.001941272,0.002355083,0.01119536],"category_scores_gemma":[0.01056814,0.0004337776,0.0009074978,0.0006778041,0.001658707,0.005119594,0.002557063,0.001288664,0.002303502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188037,"about_ca_system_score_gemma":0.001834488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006785213,"about_ca_topic_score_gemma":0.005339985,"domain_scores_codex":[0.9975033,0.001087757,0.0001618419,0.0003592683,0.0006146959,0.0002730998],"domain_scores_gemma":[0.9949592,0.001860079,0.0002818106,0.000908851,0.001339981,0.0006499392],"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":[0.0006329287,0.0004974832,0.007166043,0.0002716446,0.0001248158,0.0009675441,0.009095002,0.06482522,0.009169684,0.7909834,0.01029292,0.1059733],"study_design_scores_gemma":[0.0001128603,0.0002353681,0.001524906,0.00006770285,0.0001159936,0.0004886339,0.001602882,0.8142502,0.003660514,0.1538866,0.02395245,0.0001020144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08957479,0.0001380438,0.8310446,0.002179602,0.00019816,0.0004273377,0.0002738256,0.00209179,0.07407188],"genre_scores_gemma":[0.8276685,0.0001021023,0.1520406,0.0001932298,0.00005865321,0.0003839146,0.0001724164,0.0001383485,0.0192423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01119536,"threshold_uncertainty_score":0.03745222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349316707079547,"score_gpt":0.2703755362327944,"score_spread":0.246882369161999,"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."}}