{"id":"W2072193727","doi":"10.3390/s110302652","title":"New Generation Sensor Web Enablement","year":2011,"lang":"en","type":"review","venue":"Sensors","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":435,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"European Regional Development Fund","keywords":"Sensor web; Interoperability; Web service; Wireless sensor network; Computer science; World Wide Web; Geospatial analysis; Web modeling; Data science; Key distribution in wireless sensor networks; Telecommunications; Computer network; Remote sensing; Wireless","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003396319,0.0007727964,0.001400583,0.0004211029,0.0001742286,0.0002646025,0.001588942,0.0005211456,0.0001547218],"category_scores_gemma":[0.0000329003,0.0006604897,0.0005917047,0.0009097108,0.00003823197,0.0001676507,0.0004339906,0.0005450208,0.001085883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002249558,"about_ca_system_score_gemma":0.0005476584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006570951,"about_ca_topic_score_gemma":0.00003263696,"domain_scores_codex":[0.9960921,0.0004263987,0.0009228386,0.001256484,0.0004895316,0.0008125763],"domain_scores_gemma":[0.9969832,0.0001277937,0.0005772613,0.001849158,0.0001022757,0.0003603638],"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":[5.128183e-7,0.00002967667,1.40907e-7,0.0005312177,0.00008864821,0.00005178086,0.00008928886,0.002607096,0.000001577758,0.01304616,0.01212239,0.9714315],"study_design_scores_gemma":[0.0001264794,0.00004221035,8.459558e-8,0.001309275,0.0001501486,0.00008312619,0.000002833183,0.02139679,0.00001463952,0.00001770415,0.9761693,0.0006874135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000418526,0.9616846,0.02880609,0.0000425475,0.002520715,0.0005839353,0.000007453609,0.0004977799,0.005852651],"genre_scores_gemma":[0.000002067748,0.9281949,0.05825074,0.00007965965,0.001412117,0.00002563709,0.00006321645,0.00009306694,0.01187856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9707441,"threshold_uncertainty_score":0.9996919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06469079370003898,"score_gpt":0.2826063394940979,"score_spread":0.2179155457940589,"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."}}