{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008446617,0.0006153671,0.0007063652,0.005452444,0.003870894,0.01385999,0.003188132,0.002863338,0.0154723],"category_scores_gemma":[0.01373621,0.0006288963,0.00124315,0.007942228,0.005138224,0.02513932,0.007306602,0.004354926,0.006232284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00556645,"about_ca_system_score_gemma":0.008051096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009698625,"about_ca_topic_score_gemma":0.007380396,"domain_scores_codex":[0.9926686,0.001968455,0.001082884,0.0008175952,0.002976817,0.0004855457],"domain_scores_gemma":[0.9900641,0.002602041,0.000561139,0.003761678,0.002508316,0.000502847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007780809,0.00001556412,0.0001405596,0.00008781489,0.000008988891,0.0000741672,0.0008923891,0.0004030599,0.0002976334,0.9541367,0.01570782,0.02822752],"study_design_scores_gemma":[0.000005582511,0.00000692388,0.0001325658,0.0002010005,0.000009028754,0.0001714837,0.0006268931,0.001237873,0.000465203,0.2801832,0.7169383,0.00002199475],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003863515,0.005344403,0.5651899,0.02777455,0.002615905,0.000551293,0.003834228,0.002261882,0.3885643],"genre_scores_gemma":[0.1680681,0.01577676,0.6127257,0.009881184,0.002135634,0.00117305,0.01527754,0.001613476,0.1733486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0154723,"threshold_uncertainty_score":0.05175996,"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."}}