{"id":"W2075560215","doi":"10.5383/juspn.02.01.003","title":"Context-based Integrated Suites for News Delivery System","year":2011,"lang":"en","type":"article","venue":"Journal of Ubiquitous Systems and Pervasive Networks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Delivery system; Computer science; World Wide Web; Biology; Engineering; Biomedical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166694,0.0001311785,0.0004168001,0.0001520124,0.000368775,0.00007771727,0.0004111041,0.0002822797,0.00002367032],"category_scores_gemma":[0.0002695691,0.0001032524,0.0001414854,0.0001662493,0.0002235947,0.000132805,0.0000273191,0.0002711113,0.000001950256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158374,"about_ca_system_score_gemma":0.0002582659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004869552,"about_ca_topic_score_gemma":0.003572385,"domain_scores_codex":[0.9984667,0.0003716659,0.0005821638,0.0001213347,0.0001836441,0.0002744898],"domain_scores_gemma":[0.9972703,0.0008003315,0.0006724531,0.0001919497,0.0008912698,0.0001736758],"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":[0.002563588,0.0009275297,0.127836,0.001137343,0.001496057,0.0002329859,0.07377665,0.001340906,0.0007613812,0.3658658,0.07322688,0.3508348],"study_design_scores_gemma":[0.005469489,0.001949221,0.002780634,0.00261539,0.0003965348,0.0002588104,0.2966135,0.05871098,0.0002281674,0.0002790928,0.6297927,0.0009053673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7732567,0.07135914,0.1155869,0.003518599,0.01376612,0.004485746,0.00007258025,0.0005458306,0.01740834],"genre_scores_gemma":[0.9973546,0.0007997216,0.0009086807,0.0001503315,0.0005923072,0.00002705436,0.000003169005,0.00001461439,0.0001495653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5565659,"threshold_uncertainty_score":0.7361339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05764427042650719,"score_gpt":0.2821662899263523,"score_spread":0.2245220194998452,"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."}}