{"id":"W2028967605","doi":"10.1007/s12652-015-0267-x","title":"Guest Editorial: new developments in ambient information systems","year":2015,"lang":"en","type":"editorial","venue":"Journal of Ambient Intelligence and Humanized Computing","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Computational intelligence; Computer science; Ambient intelligence; Data science; Artificial intelligence","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004092184,0.0005052173,0.0009503431,0.001072803,0.0001734398,0.001433791,0.002045194,0.0004430082,0.000002442398],"category_scores_gemma":[0.000531364,0.0004739115,0.000143877,0.0006460585,0.00004699446,0.001554554,0.001042606,0.001382139,0.00004776671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125426,"about_ca_system_score_gemma":0.001480151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003122605,"about_ca_topic_score_gemma":0.00002484388,"domain_scores_codex":[0.9933617,0.0002279808,0.002590423,0.00045342,0.002748385,0.0006180831],"domain_scores_gemma":[0.9943336,0.0004869026,0.002716272,0.0005019722,0.001576437,0.0003848386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004771697,0.00006266261,0.00001993852,0.0001543704,0.00007886081,0.00005148813,0.002169308,0.009587876,0.000002036889,0.0009716906,0.9725122,0.01434178],"study_design_scores_gemma":[0.000790822,0.0004260264,0.00001446672,0.001569433,0.00003806015,0.00001737854,0.0002759176,0.009075456,0.00003432327,0.0003077588,0.9869899,0.000460476],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002264787,0.0008717654,0.1331024,0.00002785015,0.865091,0.0004506152,0.00000236461,0.00004920057,0.0001783441],"genre_scores_gemma":[0.004767775,0.0006779003,0.005966071,0.00007400995,0.9883069,0.000006084773,0.00003459419,0.00003042056,0.0001362492],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1271363,"threshold_uncertainty_score":0.9997712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388493515287346,"score_gpt":0.2702850200120839,"score_spread":0.2464000848592105,"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."}}