{"id":"W4399806578","doi":"10.1002/adts.202400144","title":"A Web‐Based Architecture to Operationalize Geospatial Simulation Environments","year":2024,"lang":"en","type":"article","venue":"Advanced Theory and Simulations","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Geospatial analysis; Operationalization; Architecture; Computer science; World Wide Web; Geography; Remote sensing; Physics; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008581509,0.0001677328,0.0001623095,0.0003455435,0.0003966167,0.0002918572,0.00021439,0.00007739975,0.0009672248],"category_scores_gemma":[0.0009798952,0.0001364206,0.0000793482,0.000742088,0.0000723205,0.0003531894,0.00006612564,0.0001325866,0.0001905239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003656965,"about_ca_system_score_gemma":0.00005316719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001164854,"about_ca_topic_score_gemma":0.000009730359,"domain_scores_codex":[0.9980515,0.0002153865,0.0004609352,0.000565797,0.0005283238,0.0001780556],"domain_scores_gemma":[0.9944999,0.004774826,0.00005392721,0.000448171,0.00007894192,0.000144237],"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":[0.00003665392,0.00002185551,0.0001212915,0.000001873153,0.000006284336,7.963213e-7,0.0002597665,0.8210086,0.002122998,0.1030791,0.00003685363,0.07330392],"study_design_scores_gemma":[0.0002087304,0.0000351926,0.0008697606,0.00001615231,0.00001122853,7.79757e-7,0.0000432959,0.5705922,0.0004409347,0.2613544,0.1662857,0.0001416466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1509721,0.0001276082,0.8460118,0.001106402,0.0001061075,0.0005504005,0.0001551676,0.0001752526,0.0007952249],"genre_scores_gemma":[0.9870515,0.00000298702,0.009525119,0.0008717297,0.00008931499,0.00008088983,0.00006429711,0.00002127182,0.002292903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8364866,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03410785986311698,"score_gpt":0.3982999362278562,"score_spread":0.3641920763647392,"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."}}