{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001098672,0.0008772296,0.0004152615,0.003919196,0.003569375,0.004396359,0.001417428,0.0005644422,0.08730812],"category_scores_gemma":[0.002548485,0.0003945269,0.0002857677,0.007493748,0.001028762,0.001005693,0.001744074,0.0007004237,0.0254976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01256786,"about_ca_system_score_gemma":0.03748297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7451054,"about_ca_topic_score_gemma":0.8844275,"domain_scores_codex":[0.9990335,0.000110669,0.00003918671,0.0001345261,0.0005565187,0.0001256752],"domain_scores_gemma":[0.9978403,0.0001514757,0.00007933094,0.0001503382,0.001584781,0.0001937931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008259458,0.00005259492,0.01088802,0.001032793,0.00004790754,0.0008629404,0.002194631,0.0007068422,0.00239495,0.04483818,0.4668265,0.470072],"study_design_scores_gemma":[0.000004524427,0.00000575939,0.004531465,0.0002205974,0.000009453775,0.0001463122,0.0005815985,0.0001426981,0.0004533991,0.0006834525,0.9932094,0.00001139462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01602499,0.03714398,0.007727113,0.01185517,0.001649195,0.000285965,0.01327568,0.004421414,0.9076166],"genre_scores_gemma":[0.07656571,0.03714457,0.03080644,0.002842851,0.0002336911,0.0002781473,0.01177873,0.0009585475,0.8393913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2548946,"threshold_uncertainty_score":0.5127913,"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."}}