{"id":"W3176857870","doi":"","title":"Provisioning Interoperable Disaster Management Systems: Integrated, Unified, and Federated Approaches","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Interoperability; Cross-domain interoperability; Provisioning; Computer science; Semantic interoperability; World Wide Web; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003856845,0.0006891618,0.0008938854,0.001133841,0.001317266,0.005184445,0.001573057,0.002258795,0.002567837],"category_scores_gemma":[0.005215453,0.0005852239,0.0009533436,0.001331858,0.00308039,0.007557516,0.004819961,0.001722874,0.0001727976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005065155,"about_ca_system_score_gemma":0.002029435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00330452,"about_ca_topic_score_gemma":0.003929587,"domain_scores_codex":[0.995477,0.002308527,0.0001220276,0.0005346349,0.0007701588,0.0007876541],"domain_scores_gemma":[0.9975134,0.00103964,0.0005581885,0.0003510135,0.0002316308,0.0003061019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009488368,0.0001149584,0.001778816,0.00008488075,0.0001153052,0.0001957151,0.0003746107,0.3593711,0.0009115277,0.6203297,0.0005695332,0.01605885],"study_design_scores_gemma":[0.00005419367,0.0001566811,0.001977512,0.00008389125,0.00008079554,0.000112728,0.001000441,0.537764,0.0006628847,0.4529757,0.005073805,0.00005727831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2416814,0.001534892,0.7065144,0.003649418,0.00009060617,0.000199357,0.0001524514,0.0001461936,0.04603137],"genre_scores_gemma":[0.9687455,0.0003800717,0.02916696,0.0000922138,0.00003639307,0.00007508878,0.00002597403,0.00001365135,0.001464042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005184445,"threshold_uncertainty_score":0.03675044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480651838160071,"score_gpt":0.2377838329726288,"score_spread":0.2229773145910281,"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."}}