{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02371568,0.0007786753,0.001904007,0.004436704,0.005293658,0.008381092,0.00241425,0.00245273,0.007582414],"category_scores_gemma":[0.05487861,0.0008403819,0.001480796,0.003127082,0.04577092,0.03065946,0.01125684,0.005582842,0.001855708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00460047,"about_ca_system_score_gemma":0.003674294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005036959,"about_ca_topic_score_gemma":0.002621178,"domain_scores_codex":[0.9753699,0.00752529,0.001869598,0.007556336,0.005672827,0.002006076],"domain_scores_gemma":[0.9416538,0.02481746,0.004987026,0.01933528,0.007457254,0.001749187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003238924,0.0000158199,0.002556616,0.0001508079,0.00004037265,0.0000421279,0.001702465,0.0003840546,0.0002756482,0.971171,0.001938418,0.02169026],"study_design_scores_gemma":[0.00001357123,0.00002810679,0.001454146,0.0001297768,0.00002905158,0.0001279159,0.0009752366,0.0007460481,0.0003269392,0.9724816,0.02366396,0.00002367912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1512172,0.00997019,0.389854,0.06381185,0.001455109,0.0002896281,0.001061835,0.001631247,0.3807089],"genre_scores_gemma":[0.9557266,0.001225578,0.03164241,0.003455605,0.0006134103,0.0002193512,0.0006209451,0.0003156152,0.006180516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02371568,"threshold_uncertainty_score":0.125422,"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."}}