{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004336871,0.0003992148,0.000428435,0.004539332,0.01110584,0.008165933,0.001316215,0.001047231,0.02604725],"category_scores_gemma":[0.01102284,0.0008216226,0.0005077803,0.01038946,0.002388112,0.005948976,0.007745299,0.001003183,0.005318099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04082147,"about_ca_system_score_gemma":0.1406358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9312805,"about_ca_topic_score_gemma":0.9695885,"domain_scores_codex":[0.9960663,0.0004376196,0.0002197499,0.0002622701,0.002270832,0.0007432491],"domain_scores_gemma":[0.9850286,0.001382311,0.0008646219,0.00184522,0.005923714,0.0049556],"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":[0.0006318013,0.0001967603,0.05704309,0.0005192943,0.00004574096,0.0007089693,0.0348183,0.001376027,0.004776121,0.068723,0.6047385,0.2264223],"study_design_scores_gemma":[0.00008929122,0.00003871064,0.02787948,0.0001050281,0.00002411115,0.00007098876,0.008664605,0.001626485,0.001103483,0.003369268,0.956938,0.00009065256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2507607,0.003095266,0.03344068,0.0370429,0.00100426,0.002652577,0.06087321,0.0146264,0.5965039],"genre_scores_gemma":[0.4402252,0.004942667,0.07821503,0.001905947,0.0003318553,0.001768887,0.02585513,0.002599049,0.4441563],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.991834,"threshold_uncertainty_score":0.2961819,"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."}}