{"id":"W2103391827","doi":"10.7152/acro.v25i1.14906","title":"Universality is Inescapable","year":2015,"lang":"en","type":"article","venue":"Advances in Classification Research Online","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Universality (dynamical systems); Computer science; Interoperability; Data science; Management science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004859576,0.00007069224,0.000131429,0.0004255059,0.0003943863,0.00005650062,0.000381801,0.00008127786,0.00007890337],"category_scores_gemma":[0.001596933,0.00006903772,0.00002626362,0.002124428,0.0007115149,0.001172091,0.00007572022,0.0002712409,0.0001892922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744401,"about_ca_system_score_gemma":0.0003958883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002112646,"about_ca_topic_score_gemma":0.0104732,"domain_scores_codex":[0.9973822,0.000450608,0.0003284576,0.000211194,0.001209973,0.000417522],"domain_scores_gemma":[0.997701,0.000315858,0.00009927492,0.0002779256,0.001443286,0.0001626938],"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":[0.00008183418,0.0004245692,0.2614098,0.00007183951,0.00001796131,0.000005110827,0.06800715,0.0001225015,0.00003947779,0.6133906,0.0227848,0.03364443],"study_design_scores_gemma":[0.0002862883,0.00002127472,0.01336929,0.00002206421,8.09319e-7,1.96994e-7,0.1230635,0.0003357611,0.000009600205,0.01162699,0.8511883,0.00007592376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1428123,0.004236975,0.0007694284,0.05673174,0.0008881139,0.001422818,0.0000794325,0.000256781,0.7928025],"genre_scores_gemma":[0.9897346,0.003452314,0.0009412706,0.0001381257,0.0001682001,0.00004991672,0.00002654368,0.000006046643,0.005482994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8469223,"threshold_uncertainty_score":0.5844294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3597397539458799,"score_gpt":0.5334655051381073,"score_spread":0.1737257511922274,"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."}}