{"id":"W2549381068","doi":"10.3233/fi-2016-1389","title":"Efficacy Analysis of Ratios from Pairwise Comparisons","year":2016,"lang":"en","type":"article","venue":"Fundamenta Informaticae","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pairwise comparison; Benchmark (surveying); Mathematics; Matrix (chemical analysis); Decision maker; Eigenvalues and eigenvectors; Statistics; Geometric mean; Algorithm; Operations research; Geography","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":[0.1098075,0.002263875,0.002910981,0.01111072,0.001069353,0.003293423,0.002599351,0.001677066,0.009792704],"category_scores_gemma":[0.3623287,0.0007487822,0.003194584,0.004273677,0.003938942,0.005842085,0.003118665,0.002574661,0.00143932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182075,"about_ca_system_score_gemma":0.001911153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004025988,"about_ca_topic_score_gemma":0.0002991063,"domain_scores_codex":[0.8763173,0.08620128,0.005191458,0.007699922,0.02345031,0.001139639],"domain_scores_gemma":[0.4934137,0.4547064,0.01348335,0.02086435,0.0165614,0.0009707545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003690675,0.0004550902,0.02613942,0.003877115,0.002559819,0.0003804365,0.001220885,0.1704449,0.004936289,0.2312861,0.00703618,0.5479731],"study_design_scores_gemma":[0.0005192775,0.005739839,0.02292116,0.00104285,0.002379448,0.00144081,0.0009844715,0.6369234,0.02681712,0.279197,0.0217204,0.0003142964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02942846,0.001814163,0.952568,0.0003151478,0.0001927656,0.0008537919,0.0007295957,0.0005601852,0.01353794],"genre_scores_gemma":[0.6318536,0.001157663,0.3599659,0.0002689555,0.0003710678,0.002246496,0.001557679,0.0004678513,0.002110688],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1098075,"threshold_uncertainty_score":0.5807244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2342743056341964,"score_gpt":0.4391168177095892,"score_spread":0.2048425120753928,"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."}}