{"id":"W4408215193","doi":"10.15353/acmla.n174.6017","title":"Here Today, Here Tomorrow?","year":2024,"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":"Cape Breton University","funders":"","keywords":"Computer science; Political science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003759265,0.0001345641,0.0002279885,0.0005398514,0.000845945,0.0004629185,0.0001940842,0.0001165733,0.0005688155],"category_scores_gemma":[0.0001928889,0.0001375886,0.0001034281,0.0004531295,0.0002614342,0.0002719175,0.00005875592,0.0001554352,0.0000761667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004965212,"about_ca_system_score_gemma":0.0004098819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04807609,"about_ca_topic_score_gemma":0.05946966,"domain_scores_codex":[0.9985411,0.0001547667,0.0003468988,0.0001864889,0.0003386859,0.0004320824],"domain_scores_gemma":[0.9988375,0.0005844526,0.0001596581,0.0001127543,0.00003978454,0.0002657928],"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":[0.000007921535,0.000007012014,0.05859271,0.0001739821,0.0001495762,0.000007992797,0.03946541,0.000003374151,0.000004592489,0.720388,0.1751902,0.006009271],"study_design_scores_gemma":[0.0001162756,0.00001997646,0.008484469,0.0001164163,0.000015829,6.600607e-7,0.03049603,0.00001746071,0.000007782758,0.007754081,0.9528214,0.0001496658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01517609,0.005158318,0.00003958489,0.1641824,0.001189029,0.0004762393,0.0002955824,0.000202166,0.8132806],"genre_scores_gemma":[0.9152839,0.001763508,0.001016089,0.0009797057,0.0005304735,0.00003961086,0.00004677047,0.00002450482,0.08031541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9001079,"threshold_uncertainty_score":0.9582629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009566971880426477,"score_gpt":0.2110283702548945,"score_spread":0.201461398374468,"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."}}