{"id":"W2591095207","doi":"10.3390/ijgi6020054","title":"AHS Model: Efficient Topological Operators for a Sensor Web Publish/Subscribe System","year":2017,"lang":"en","type":"article","venue":"ISPRS International Journal of Geo-Information","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; Canarie; Microsoft Research","keywords":"Sensor web; Computer science; Wireless sensor network; Geospatial analysis; Interoperability; Publication; Web mapping; Distributed computing; Data mining; Database; Web service; Web modeling; World Wide Web; Key distribution in wireless sensor networks; Computer network; Remote sensing; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002059955,0.0007087171,0.0008888604,0.001493105,0.0009414523,0.002750786,0.00242757,0.0009335592,0.004641601],"category_scores_gemma":[0.005392925,0.000434512,0.000972637,0.00144169,0.0009041827,0.003685814,0.001902789,0.0009900937,0.001483932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254861,"about_ca_system_score_gemma":0.001996837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006791457,"about_ca_topic_score_gemma":0.004659564,"domain_scores_codex":[0.9982337,0.0003391252,0.0002217768,0.000239204,0.0008152509,0.0001509421],"domain_scores_gemma":[0.9976019,0.0007748634,0.0001984051,0.0007244986,0.0005109801,0.0001893404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001203417,0.0006112538,0.00644487,0.0006250974,0.0001642068,0.0005878744,0.000748191,0.4329907,0.03090213,0.1185631,0.02627511,0.3808841],"study_design_scores_gemma":[0.00004105824,0.0000668691,0.0001897323,0.000007961311,0.00002031783,0.00006335496,0.00007082601,0.9733241,0.004478896,0.01508607,0.006631889,0.00001895185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0180096,0.000116695,0.9648061,0.0002701915,0.00007120365,0.0003372242,0.0005556726,0.01351983,0.002313532],"genre_scores_gemma":[0.4271443,0.0002408061,0.5650178,0.0002247105,0.0001003988,0.0005441197,0.002118051,0.0005052462,0.004104529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006791457,"threshold_uncertainty_score":0.01552767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739969853041448,"score_gpt":0.2761489247987076,"score_spread":0.2587492262682931,"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."}}