{"id":"W1534075836","doi":"10.23919/oceans.2011.6107132","title":"Geospatial portfolios for analysis/decision making (GeoPAD)","year":2011,"lang":"en","type":"article","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GRi Simulations (Canada)","funders":"","keywords":"Homeland security; Geospatial analysis; Computer science; Portfolio; Geohazard; Computer security; Risk analysis (engineering); Engineering; Business; Political science; Finance","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":[0.009004058,0.001713272,0.0009301028,0.003856247,0.0008953281,0.008776893,0.002013754,0.0009065243,0.01075252],"category_scores_gemma":[0.01908755,0.001237084,0.001158005,0.004180421,0.0006312684,0.00700174,0.005446293,0.00206256,0.005149759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018497,"about_ca_system_score_gemma":0.002457759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351826,"about_ca_topic_score_gemma":0.001415649,"domain_scores_codex":[0.995075,0.001985136,0.0005571616,0.0005389049,0.001632519,0.0002112893],"domain_scores_gemma":[0.9902749,0.00466101,0.0008713059,0.002429311,0.001130378,0.0006330723],"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":[0.0002742998,0.0003269454,0.003467393,0.0005394291,0.0002490151,0.0002140454,0.001431529,0.02053982,0.004050053,0.1123666,0.03399137,0.8225496],"study_design_scores_gemma":[0.0002605018,0.0002851095,0.003604861,0.0005818835,0.0001542431,0.0006958113,0.0008577001,0.2507041,0.01992374,0.2816524,0.4410844,0.0001951024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0065174,0.0004416842,0.956295,0.0005779463,0.0001027575,0.0003909439,0.001357743,0.02103314,0.01328346],"genre_scores_gemma":[0.04330606,0.000564083,0.9461324,0.0001467289,0.00004805156,0.0005396068,0.002690157,0.002441553,0.004131303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01075252,"threshold_uncertainty_score":0.04761857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07213643969137713,"score_gpt":0.3511677677216859,"score_spread":0.2790313280303088,"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."}}