{"id":"W3188803077","doi":"10.15353/acmla.n168.4253","title":"University of Manitoba GISHub","year":2021,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"License; Geospatial analysis; Context (archaeology); Computer science; World Wide Web; Authentication (law); Point (geometry); Software; Database; Library science; Data science; Geography; Computer security; Cartography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002008884,0.00006725049,0.0001877719,0.0002555257,0.0006208707,0.00005775363,0.0001332907,0.00006987634,0.0003998547],"category_scores_gemma":[0.0001933491,0.00008358897,0.00006987333,0.0003039194,0.0002729562,0.000128366,0.0000588566,0.00006924999,0.00001006113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002731006,"about_ca_system_score_gemma":0.000395856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08172449,"about_ca_topic_score_gemma":0.2932338,"domain_scores_codex":[0.9990901,0.0001573918,0.0001961253,0.0001048728,0.0002217562,0.0002297529],"domain_scores_gemma":[0.9990787,0.000326026,0.0002655655,0.00009179747,0.00008508263,0.0001528363],"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":[0.0000146857,0.00001709959,0.2665338,0.0001003269,0.0001689386,0.000008059248,0.04407997,0.000004712608,0.00002000989,0.621897,0.06458877,0.002566649],"study_design_scores_gemma":[0.000177279,0.00000941129,0.1001063,0.00003150338,0.00001273661,2.342808e-7,0.05593112,0.000002815703,0.00002534773,0.002358083,0.8412705,0.00007470918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06308093,0.001004658,0.00009032299,0.08187544,0.0004753899,0.000296624,0.0003349831,0.00005062062,0.852791],"genre_scores_gemma":[0.951947,0.001748752,0.00265255,0.0004623854,0.0001416733,0.0000016412,0.00005187475,0.000009830928,0.04298424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8888661,"threshold_uncertainty_score":0.9243904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008829809314392789,"score_gpt":0.1719707473844633,"score_spread":0.1631409380700705,"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."}}