{"id":"W4321763811","doi":"10.15353/acmla.n171.5293","title":"Bulletin Report – GIS Days 2022","year":2023,"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; University of Toronto; University of Ottawa; Cape Breton University; Queen's University; Western University","funders":"Queen's University; Cape Breton University; University of Glasgow; Trent University; University of Toronto; Huron University College; University of Ottawa","keywords":"Event (particle physics); Work (physics); Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Process (computing); Geography; Public relations; Political science; Engineering; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009587287,0.0001488173,0.0002988932,0.0008857159,0.001409575,0.0002235922,0.0002473313,0.0001261549,0.001363559],"category_scores_gemma":[0.0008725387,0.0001636619,0.0001119895,0.0007965446,0.0003352021,0.0001296625,0.000111266,0.0001531296,0.0002104648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004372929,"about_ca_system_score_gemma":0.0003262246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05343326,"about_ca_topic_score_gemma":0.02856755,"domain_scores_codex":[0.9979154,0.0002112168,0.0005342644,0.0002346115,0.0005187566,0.0005856788],"domain_scores_gemma":[0.9982453,0.0007155478,0.0005031503,0.0001936611,0.00006906923,0.0002732615],"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":[0.00000943243,0.000007681535,0.07040358,0.00005442111,0.0001146213,0.00002763876,0.02397112,0.000005964778,0.000006555676,0.2466924,0.6573082,0.001398399],"study_design_scores_gemma":[0.000183279,0.00001769851,0.05316806,0.00003386521,0.00001280746,0.000001567619,0.01397478,0.000006093475,0.000009261083,0.004989138,0.9274392,0.0001643306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01591235,0.0005597863,0.00002230084,0.2906607,0.001070747,0.0006143613,0.0003040585,0.0002702103,0.6905855],"genre_scores_gemma":[0.4971657,0.0035063,0.002155169,0.002431573,0.001046249,0.0001768508,0.0005030948,0.00006573213,0.4929494],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4812533,"threshold_uncertainty_score":0.9998904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139551130427476,"score_gpt":0.2135650150300486,"score_spread":0.2021695037257739,"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."}}