{"id":"W2036014579","doi":"10.2481/dsj.5.178","title":"Geography Markup Language","year":2006,"lang":"en","type":"article","venue":"Data Science Journal","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Galdos Systems (Canada)","funders":"","keywords":"Markup language; XML; Geospatial analysis; Geomatics; Computer science; Document type definition; World Wide Web; Interoperability; Information retrieval; Geography; Document Structure Description; Remote sensing","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":[0.002352192,0.0008217377,0.0006352651,0.003889889,0.001416384,0.004749239,0.002649446,0.001291073,0.09463055],"category_scores_gemma":[0.01003222,0.0004417314,0.0005514633,0.004963578,0.001081535,0.005352992,0.003693113,0.00178948,0.07719017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330654,"about_ca_system_score_gemma":0.002953808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004846141,"about_ca_topic_score_gemma":0.003361129,"domain_scores_codex":[0.9975782,0.0006349872,0.0004178857,0.000346301,0.0008540907,0.0001685779],"domain_scores_gemma":[0.9955724,0.001201364,0.0003208611,0.001229454,0.001429846,0.000245918],"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":[0.00009971897,0.00006787583,0.00102125,0.0005879956,0.00002096056,0.0004972304,0.001698612,0.001586931,0.002565013,0.2875538,0.5316368,0.1726639],"study_design_scores_gemma":[0.000005517233,0.000005545333,0.0001609622,0.00006170307,0.000003964557,0.0001808285,0.0001083208,0.0003374364,0.0005495433,0.01223751,0.9863343,0.00001452028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005304781,0.002187631,0.2965349,0.008381772,0.002163524,0.001461105,0.08105385,0.03589705,0.5670153],"genre_scores_gemma":[0.06493755,0.005029398,0.3821552,0.006716901,0.0009130063,0.002365183,0.179839,0.01329479,0.3447489],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09463055,"threshold_uncertainty_score":0.3165707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436389931910291,"score_gpt":0.3337672918235531,"score_spread":0.3094033925044501,"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."}}