{"id":"W7084057376","doi":"10.1109/icc52391.2025.11162024","title":"Location-Dependent Task Allocation for Collaborative Mobile Users with Social Awareness","year":2025,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Task (project management); Matching (statistics); Key (lock); Incentive; Graph; Curse of dimensionality; Profit (economics); Social graph","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":[],"consensus_categories":[],"category_scores_codex":[0.0000657143,0.00008807088,0.00008847943,0.000128067,0.0003061291,0.0004090901,0.000295896,0.00003501849,0.00000692188],"category_scores_gemma":[0.00001392248,0.00007024657,0.00001734696,0.001297403,0.00002709193,0.0009760515,0.00006750609,0.00002472771,0.000006937169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005731743,"about_ca_system_score_gemma":0.0008151003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009956053,"about_ca_topic_score_gemma":0.00004066352,"domain_scores_codex":[0.9993241,0.00001666295,0.0001288302,0.0002477632,0.0001561304,0.0001264902],"domain_scores_gemma":[0.9994242,0.00008515663,0.00004763632,0.0001172097,0.0002971598,0.00002864031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002872928,0.0003636235,0.01269568,0.0001631439,0.0002704011,0.000002143591,0.007309737,0.004051702,0.0003017037,0.842226,0.08705731,0.04527122],"study_design_scores_gemma":[0.009010075,0.00124519,0.04171489,0.0001974323,0.00006772032,0.000005363523,0.01117054,0.06934222,0.07365619,0.03928255,0.7521707,0.002137115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0140988,0.00004923501,0.9480097,0.001726949,0.0001823046,0.0006788551,0.000002490799,0.000210914,0.03504075],"genre_scores_gemma":[0.9516225,0.0000027772,0.01004383,0.0005941414,0.00002606808,0.0005072983,0.00001318798,0.000004737154,0.03718546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9379659,"threshold_uncertainty_score":0.3944865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207733857024811,"score_gpt":0.2475988205966237,"score_spread":0.2355214820263755,"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."}}