{"id":"W4231554705","doi":"10.1002/9781118445112.stat03430.pub2","title":"Geographic Information Systems","year":2015,"lang":"en","type":"other","venue":"Wiley StatsRef: Statistics Reference Online","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Raster graphics; Geographic information system; Data mining; Raster data; Software; Spatial analysis; GIS file format; Vector map; Visualization; Digital mapping; GIS applications; Information system; Spatial data infrastructure; AM/FM/GIS; Cartography; Geography; Remote sensing; Artificial intelligence; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003452062,0.001029541,0.00109254,0.01176058,0.002176736,0.01066864,0.002463147,0.001667337,0.2330717],"category_scores_gemma":[0.01781277,0.0005456518,0.0008478957,0.02643465,0.0009398422,0.006027137,0.004694948,0.0015257,0.1468575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004156982,"about_ca_system_score_gemma":0.009273764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02459155,"about_ca_topic_score_gemma":0.01096835,"domain_scores_codex":[0.9952078,0.001128349,0.0008332616,0.0008627861,0.001621023,0.0003465866],"domain_scores_gemma":[0.9902925,0.001641263,0.0006376466,0.002352723,0.004574607,0.0005012177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004067425,0.00003298308,0.002360768,0.0005857112,0.00004058203,0.00007871603,0.000494534,0.001009448,0.000158012,0.07040089,0.7523971,0.1724005],"study_design_scores_gemma":[0.000008939852,0.000006753929,0.0007395709,0.0001479476,0.000008209257,0.00004956735,0.0002030458,0.0003559261,0.00008680032,0.006823205,0.9915566,0.00001333094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002083258,0.002983178,0.02993713,0.007791892,0.001845667,0.0008089391,0.2706342,0.01020134,0.6737144],"genre_scores_gemma":[0.05897183,0.01069602,0.06478724,0.003392304,0.001377006,0.001946205,0.5290497,0.003485865,0.3262938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2330717,"threshold_uncertainty_score":0.7797025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448027119672427,"score_gpt":0.326239199006838,"score_spread":0.2814364870395952,"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."}}