{"id":"W2471774070","doi":"10.33915/etd.2258","title":"Supporting awareness in heterogeneous collaboration environments","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada; West Virginia University","keywords":"Computer science; Key (lock); Situation awareness; Knowledge management; Information overload; Quality (philosophy); Human–computer interaction; Process management; Engineering; World Wide Web; Computer security","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001113709,0.0002223179,0.000310394,0.0007128482,0.0001053114,0.0004494212,0.0005506942,0.0002017438,0.003829254],"category_scores_gemma":[0.0001916265,0.0001904006,0.00009498607,0.0006292702,0.00001187719,0.0008667242,0.00004147734,0.0001406453,0.001513992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299283,"about_ca_system_score_gemma":0.00009825006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003510622,"about_ca_topic_score_gemma":0.005329887,"domain_scores_codex":[0.9964755,0.00006774851,0.001230878,0.0004148825,0.001535995,0.0002749712],"domain_scores_gemma":[0.998765,0.00008995981,0.0006385645,0.0003528015,0.00008604075,0.00006766315],"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":[0.0005158865,0.0008259736,0.2744253,0.000109117,0.00009879884,0.0001587746,0.02280809,0.01531204,0.002343227,0.002659962,0.09125523,0.5894876],"study_design_scores_gemma":[0.001628298,0.0001036896,0.3740672,0.000100728,0.00008750371,0.000004959746,0.05458364,0.01298695,0.006478225,0.001601475,0.5467384,0.001618979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575403,0.00004785467,0.0001138588,0.000139959,0.0006142063,0.0003914288,0.00001922089,0.00003009013,0.04110313],"genre_scores_gemma":[0.8082665,0.00002475307,0.0001739544,0.0002065422,0.00006719946,0.00005400785,0.0009973777,0.00001566875,0.1901941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5878686,"threshold_uncertainty_score":0.9992635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381205241419768,"score_gpt":0.4658225865237816,"score_spread":0.3277020623818048,"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."}}