{"id":"W991567546","doi":"","title":"Research in geographic information systems, data management and dissemination, and new geospatial technologies","year":2007,"lang":"en","type":"article","venue":"RMIT Research Repository (RMIT University Library)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomatics; Geospatial analysis; Geography; Geographic information system; Field (mathematics); Library science; Data science; Cartography; Regional science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005359208,0.0001211496,0.000177377,0.003178903,0.002112976,0.0006065093,0.000965274,0.0002186271,0.000004307061],"category_scores_gemma":[0.0002078966,0.0001302434,0.00002045232,0.002964755,0.001175456,0.005944027,0.001881005,0.0005618369,0.00001174674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400529,"about_ca_system_score_gemma":0.0001828438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01533386,"about_ca_topic_score_gemma":0.001975765,"domain_scores_codex":[0.9966055,0.0005300522,0.000360132,0.0003455807,0.001443373,0.000715361],"domain_scores_gemma":[0.9980242,0.0007899738,0.0001098546,0.0005532054,0.0003249626,0.000197776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001649139,0.00006898613,0.56132,0.0005498006,0.0001171283,0.00025598,0.01835852,0.000004493089,0.000007691072,0.346001,0.04249589,0.03065563],"study_design_scores_gemma":[0.0004124433,0.00006264491,0.2372394,0.000331521,0.000009124527,0.000007030179,0.291529,0.0001082099,0.00002399791,0.0005927801,0.4694817,0.0002021395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4723064,0.002897268,0.0004518704,0.005267286,0.0004223766,0.002988606,0.00003796718,0.0006757182,0.5149525],"genre_scores_gemma":[0.9855387,0.00249105,0.0003366362,0.000004806491,0.00007138446,0.000004125317,0.00003212114,0.00000660086,0.01151454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5132323,"threshold_uncertainty_score":0.9991862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06253019837232959,"score_gpt":0.336445372884169,"score_spread":0.2739151745118394,"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."}}