{"id":"W4300177776","doi":"","title":"Geospatial Technology as a Conflict Prevention and Management Tool in UN Peacekeeping","year":2015,"lang":"en","type":"preprint","venue":"SPIRE (Sciences Po)","topic":"Peacebuilding and International Security","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Peacekeeping; Geospatial analysis; Conflict management; Political science; Environmental planning; Geography; Remote sensing; Public administration; Law","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":[0.002308062,0.0001625183,0.0002221643,0.0004120803,0.0003655292,0.0002084794,0.0007162419,0.0002769115,0.00008613303],"category_scores_gemma":[0.0003606566,0.0001667033,0.00005553249,0.0004452937,0.0007831868,0.0001948775,0.0007899762,0.0003584721,0.00002326025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002446371,"about_ca_system_score_gemma":0.0003422589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007032912,"about_ca_topic_score_gemma":0.004468064,"domain_scores_codex":[0.9978942,0.0001546929,0.0002935078,0.0006047023,0.0006779402,0.0003749241],"domain_scores_gemma":[0.9994299,0.00003569055,0.0002058456,0.0001700667,0.00009441499,0.00006408778],"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":[0.00004451354,0.0003051138,0.02668705,0.0001755678,0.00009457977,0.00008807685,0.02151462,0.0004438985,0.00005969295,0.6743742,0.002443332,0.2737693],"study_design_scores_gemma":[0.001443561,0.000577791,0.03466278,0.002089725,0.0001016571,0.00002005605,0.01833629,0.003475515,0.0002509882,0.5643016,0.3730558,0.001684177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312252,0.002191521,0.0001878759,0.003783928,0.0007918417,0.0005663272,0.000006815813,0.0001208271,0.06112569],"genre_scores_gemma":[0.9941918,0.002993762,0.0012561,0.0001222238,0.0001729806,0.0000718538,0.000006272315,0.000006461237,0.001178545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3706125,"threshold_uncertainty_score":0.9995794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04385858604489153,"score_gpt":0.3741068438522643,"score_spread":0.3302482578073728,"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."}}