{"id":"W4407933361","doi":"10.22541/essoar.174051790.09497647/v1","title":"The Role of Geospatial Intelligence in Modern Military Operations","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Geospatial analysis; Military intelligence; Business intelligence; Data science; Computer science; Geography; Knowledge management; Cartography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002971702,0.000189175,0.0002291757,0.0002217488,0.000121299,0.00009123923,0.0007467977,0.0001080696,0.0002296556],"category_scores_gemma":[0.0001933904,0.0001423716,0.0001185047,0.0002756187,0.00009496101,0.000168097,0.001537804,0.0003564912,0.00007509988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003092543,"about_ca_system_score_gemma":0.0001156885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01543562,"about_ca_topic_score_gemma":0.08543318,"domain_scores_codex":[0.9988188,0.00001584996,0.0004871094,0.0003269053,0.0001595657,0.0001917509],"domain_scores_gemma":[0.9990043,0.0001182343,0.00005173963,0.0004476453,0.0003728789,0.00000518569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004737433,0.0002032376,0.006376924,0.0003256117,0.0000547725,0.000002670185,0.0004425242,0.06448381,0.00009101672,0.4240036,0.0002169803,0.5037515],"study_design_scores_gemma":[0.00003149843,0.00000340146,0.0009992803,0.000294003,0.00002305679,9.934942e-8,0.001354813,0.8225847,0.0008056728,0.1638222,0.00988126,0.000199968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0988824,0.01605179,0.1278533,0.001364032,0.00264826,0.001770827,0.00004352444,0.0001717012,0.7512141],"genre_scores_gemma":[0.9965335,0.0004144442,0.0003141392,0.0001877316,0.0003770809,0.00007923335,0.00002969568,0.000008539222,0.002055699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.897651,"threshold_uncertainty_score":0.9911207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447870498700829,"score_gpt":0.2559631196624857,"score_spread":0.2414844146754774,"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."}}