{"id":"W2130938743","doi":"10.1111/j.1467-9671.2006.01024.x","title":"Ontology‐Based Metadata","year":2006,"lang":"en","type":"article","venue":"Transactions in GIS","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Institutes of Health Research","keywords":"Metadata; Ontology; Computer science; Geospatial metadata; Information retrieval; Upper ontology; Context (archaeology); Metadata repository; World Wide Web; Data science; Meta Data Services; Semantic Web; Geography; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004195078,0.00005423983,0.0001028301,0.0001949212,0.0003831555,0.00003761523,0.0001139708,0.00006092886,0.000372384],"category_scores_gemma":[0.00001200353,0.00005533886,0.00005056733,0.0005199766,0.0001796312,0.0003809663,0.000001268519,0.00008040122,0.0000468293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005484812,"about_ca_system_score_gemma":0.00005884564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0441416,"about_ca_topic_score_gemma":0.1793713,"domain_scores_codex":[0.9992611,0.00006819572,0.0002111261,0.00008523955,0.0001857679,0.0001885008],"domain_scores_gemma":[0.9996889,0.00007981677,0.0000398345,0.0001198375,0.00005168022,0.00001994903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008710875,0.001223357,0.1966879,0.0001628929,0.0002749683,0.00003440227,0.07580978,0.01700628,0.0001660022,0.6530465,0.01157777,0.04392305],"study_design_scores_gemma":[0.0009051287,0.00002012552,0.06799068,0.00002411072,0.00004045848,0.000001821407,0.01433723,0.0003024556,0.0001146847,0.002990319,0.9129807,0.00029224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04383665,0.000377538,0.2879479,0.01076742,0.001253118,0.00071921,0.00005490671,0.0003956766,0.6546476],"genre_scores_gemma":[0.9939374,0.00001338183,0.001110707,0.00007997593,0.00003257757,0.00004610898,0.000004184046,0.000002827579,0.004772888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9501007,"threshold_uncertainty_score":0.9622235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593744574471959,"score_gpt":0.2977424590415742,"score_spread":0.2718050132968546,"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."}}