{"id":"W2051115321","doi":"10.1145/1558590.1558599","title":"Distributing content updates over a mobile social network","year":2009,"lang":"en","type":"article","venue":"ACM SIGMOBILE Mobile Computing and Communications Review","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scalability; Computer network; Bandwidth (computing); Mobile social network; Service provider; Cellular network; Service (business); Mobile computing; Database; Business","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001372997,0.0003477466,0.0007139203,0.00004609211,0.001327855,0.0002824381,0.003299035,0.000117725,0.00002301571],"category_scores_gemma":[0.00005827437,0.0003228537,0.0002202436,0.0007513434,0.0001899138,0.0002658433,0.002238139,0.0004932499,0.00002764664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005850461,"about_ca_system_score_gemma":0.00009035082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001547113,"about_ca_topic_score_gemma":0.00000194678,"domain_scores_codex":[0.9971439,0.0004587233,0.0009036165,0.0005939477,0.0002789228,0.0006208592],"domain_scores_gemma":[0.9950893,0.000848325,0.0004425279,0.00321279,0.0002156817,0.0001914043],"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":[0.000002560853,0.0001848201,0.0003264357,0.0001316266,0.00003661108,0.000005352324,0.0002075634,0.00007983008,0.00001425802,0.01368393,0.01430704,0.97102],"study_design_scores_gemma":[0.001233585,0.0007697684,0.002276774,0.005588389,0.0002803839,0.0002227465,0.0002316004,0.3936877,0.00001518194,0.01063222,0.5833193,0.001742327],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01068449,0.6239862,0.3519398,0.005900329,0.0004143983,0.003062104,0.00002506845,0.001020135,0.002967477],"genre_scores_gemma":[0.9153225,0.06108686,0.01927182,0.003687122,0.000212488,0.0002152461,0.0001246411,0.00001782419,0.00006154897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9692776,"threshold_uncertainty_score":0.9999723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05016017632120736,"score_gpt":0.3247047183053052,"score_spread":0.2745445419840978,"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."}}