{"id":"W653755605","doi":"","title":"Web and wireless geographical information systems : 12th International Symposium, W2GIS 2013, Banff, Canada, AB, April 4-5, 2013 : proceedings","year":2013,"lang":"en","type":"book","venue":"Springer eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; Data mining; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001008265,0.000556247,0.000679874,0.0005792528,0.0009611402,0.001011168,0.000757814,0.0006667757,0.0001013505],"category_scores_gemma":[0.00004444747,0.0005507094,0.0001642116,0.000126281,0.0006177101,0.001065301,0.0003636091,0.0006597197,0.0001487251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006921771,"about_ca_system_score_gemma":0.001420871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5780777,"about_ca_topic_score_gemma":0.3604261,"domain_scores_codex":[0.9956397,0.00003981124,0.001180161,0.0004144549,0.001990169,0.0007356955],"domain_scores_gemma":[0.9966163,0.0001067899,0.001057494,0.000273496,0.001581235,0.0003647043],"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":[0.00003043164,0.0000178301,0.006984993,0.001221871,0.0009338849,0.000005349878,0.02244627,0.00001210015,0.00001446484,0.2013911,0.7630445,0.003897233],"study_design_scores_gemma":[0.0003828927,0.00002022848,0.001064451,0.0004717403,0.00006234505,0.000009449896,0.003299014,0.0002252419,0.000001632212,0.0002020648,0.9936444,0.0006165584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01165392,0.0003955085,0.000009044767,0.001789188,0.003835863,0.001920605,0.0001290714,0.0002583887,0.9800084],"genre_scores_gemma":[0.3824905,0.002047958,0.00005560219,0.0005146654,0.001917223,0.0007893995,0.0001235448,0.00008105277,0.6119801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3708365,"threshold_uncertainty_score":0.9996945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00742861311545889,"score_gpt":0.2057034458953606,"score_spread":0.1982748327799017,"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."}}