{"id":"W157887816","doi":"10.1007/978-1-84628-827-2_2","title":"Infrastructure for the Geospatial Web","year":2007,"lang":"en","type":"book-chapter","venue":"Advanced information and knowledge processing","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Galdos Systems (Canada)","funders":"","keywords":"Geospatial analysis; Leverage (statistics); Geospatial PDF; Computer science; Web Coverage Service; Data science; Geographic information system; World Wide Web; Database; Web service; Geography; Web mapping; Web standards; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008360735,0.0002388669,0.0002492916,0.0002571965,0.002140208,0.0002724449,0.000202287,0.0002981091,0.00004816808],"category_scores_gemma":[0.0001761592,0.0001799238,0.0000882136,0.000111652,0.0003792079,0.001670732,0.00007279787,0.0002639925,0.00004694418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009005084,"about_ca_system_score_gemma":0.0003884678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001245772,"about_ca_topic_score_gemma":0.0006370351,"domain_scores_codex":[0.9986419,0.000007877339,0.0006257981,0.0001151228,0.0003134592,0.0002958212],"domain_scores_gemma":[0.9979232,0.0002122302,0.0006463904,0.0001246283,0.001015854,0.00007767658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001854028,0.000001264536,0.00001329851,0.0002954568,0.00002562358,4.189089e-8,0.03759497,0.00001417505,2.042905e-7,0.1649454,0.001366239,0.7957248],"study_design_scores_gemma":[0.00036725,0.00001626878,0.00004716375,0.0002045304,0.0000342816,0.000001769724,0.008726018,0.0007810527,0.000001167533,0.006298321,0.9832923,0.0002298622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000117178,0.004869048,0.01585838,0.000275867,0.0008262112,0.001013464,0.00003426857,0.0001366113,0.9769744],"genre_scores_gemma":[0.1832049,0.01870057,0.01459886,0.004146588,0.005019075,0.0007431015,0.0005555582,0.0001720891,0.7728592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9819261,"threshold_uncertainty_score":0.9991589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153476336570895,"score_gpt":0.3097836157516853,"score_spread":0.2882488523859764,"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."}}