{"id":"W4406568129","doi":"10.1016/b978-0-443-22282-5.00005-x","title":"Pairwise comparison techniques","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pairwise comparison; Computer science; Artificial intelligence","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":[0.003904597,0.001890768,0.00190953,0.003673989,0.001276038,0.002073162,0.002250112,0.001252784,0.08304684],"category_scores_gemma":[0.01371069,0.0009500613,0.002167285,0.006341106,0.0008203263,0.002897098,0.002348057,0.002383953,0.02936339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005464277,"about_ca_system_score_gemma":0.00136611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009845739,"about_ca_topic_score_gemma":0.002009334,"domain_scores_codex":[0.9957389,0.001889936,0.0002550893,0.0006384806,0.001344745,0.0001328857],"domain_scores_gemma":[0.9951624,0.002862734,0.0001258737,0.0008769592,0.0009025174,0.00006946769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004766975,0.00007118104,0.0001268386,0.0004888426,0.00008140449,0.00005185707,0.000114298,0.005373129,0.001820568,0.04938853,0.03063199,0.9118037],"study_design_scores_gemma":[0.00006640069,0.0002460321,0.001424156,0.000616209,0.0002208131,0.001125363,0.0003357863,0.1251856,0.01054438,0.3993791,0.4607503,0.0001058668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006221093,0.0009948689,0.9631758,0.0001235801,0.0002594001,0.0001676852,0.0004162711,0.001247104,0.03299328],"genre_scores_gemma":[0.01080578,0.001048791,0.944772,0.0001194174,0.0001396921,0.0005285721,0.001291233,0.0007010407,0.04059343],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08304684,"threshold_uncertainty_score":0.2778193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320718141645285,"score_gpt":0.4159616035378144,"score_spread":0.2838897893732859,"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."}}