{"id":"W2807823070","doi":"10.29173/iq613","title":"Scholars Geoportal: A New Platform for Geospatial Discovery, Exploration and Access in Ontario Universities","year":2013,"lang":"en","type":"article","venue":"IASSIST Quarterly","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geoportal; Geospatial analysis; World Wide Web; Data science; Computer science; Library science; Geography; Cartography; GIS and public health","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":[],"consensus_categories":[],"category_scores_codex":[0.0002679754,0.0001022729,0.0001568809,0.0001715326,0.0004583471,0.0008360794,0.0001478147,0.0000775394,0.00006039836],"category_scores_gemma":[0.00001295241,0.0001007834,0.00004719739,0.0001598883,0.0001117159,0.008803279,0.00002024737,0.00009039536,0.00001657518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000279931,"about_ca_system_score_gemma":0.000535208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7249189,"about_ca_topic_score_gemma":0.9508412,"domain_scores_codex":[0.999079,0.0000217676,0.0002602547,0.0001435175,0.0002400467,0.0002553384],"domain_scores_gemma":[0.999518,0.00006463949,0.0001408947,0.00008199939,0.000114796,0.0000796229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004456785,0.00003897001,0.2182849,0.00003874141,0.00006119698,0.000002005941,0.7276219,0.000007888438,0.00000442829,0.02776051,0.003183142,0.02295184],"study_design_scores_gemma":[0.0009428013,0.0001705071,0.5975091,0.00004727903,0.00001456982,6.935357e-7,0.3717377,0.00004885535,0.000002242485,0.01230656,0.01698637,0.0002333059],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884804,0.00002292577,0.002064146,0.001220678,0.0003254964,0.000721995,0.000005830426,0.00004261767,0.007115935],"genre_scores_gemma":[0.9938105,0.000005116496,0.0001551785,0.00006998578,0.00007434436,0.00008455825,0.00001688793,0.000005027289,0.005778391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3792242,"threshold_uncertainty_score":0.8062333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04328100795297139,"score_gpt":0.2926586533202049,"score_spread":0.2493776453672335,"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."}}