{"id":"W4414329387","doi":"10.29379/jedem.v17i3.1094","title":"Insights from the www.openbydefault.ca database project","year":2025,"lang":"en","type":"article","venue":"JeDEM - eJournal of eDemocracy and Open Government","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Government (linguistics); Legislation; Conceptualization; Work (physics); Open government; Open data","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001325493,0.0001647736,0.0002496791,0.00002640579,0.0004364991,0.0007327757,0.0006410429,0.00001124927,0.0004823017],"category_scores_gemma":[0.00002385161,0.00009738364,0.00008444945,0.00004217519,0.0001702281,0.0008825501,0.0007527958,0.0001580553,0.00005319189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004334569,"about_ca_system_score_gemma":0.00006315692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005044118,"about_ca_topic_score_gemma":0.0002565422,"domain_scores_codex":[0.9987008,0.00005595572,0.0003864733,0.0002398799,0.0004718608,0.0001450498],"domain_scores_gemma":[0.9991319,0.000333501,0.0002148001,0.0002428246,0.0000314411,0.00004555249],"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":[0.000256053,0.0003352941,0.0002040996,0.0000392716,0.0003475984,0.00001596011,0.001281652,0.000006506174,0.00005824323,0.825331,0.1540694,0.018055],"study_design_scores_gemma":[0.0007156177,0.0001188258,0.009847932,0.0003322913,0.0000926344,0.000001463468,0.003337884,0.0001588063,0.00009137824,0.05892701,0.9262328,0.0001433334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05930843,0.0003096971,0.000062402,0.008001991,0.0004965623,0.0006578766,0.0007369781,0.000007622314,0.9304184],"genre_scores_gemma":[0.9447589,0.0002820585,0.0001577338,0.004614579,0.0002604373,0.00002952409,0.00006797407,0.000009979855,0.0498188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8854505,"threshold_uncertainty_score":0.7066173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03212711943278514,"score_gpt":0.2570353483727383,"score_spread":0.2249082289399531,"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."}}