{"id":"W4400722748","doi":"10.1016/j.ins.2024.121195","title":"On homology groups for pairwise comparisons method","year":2024,"lang":"en","type":"article","venue":"Information Sciences","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Laurentian University","funders":"Ministerstwo Edukacji i Nauki","keywords":"Pairwise comparison; Mathematics; Homology (biology); Algebraic number; Mayer–Vietoris sequence; Persistent homology; Combinatorics; Pure mathematics; Algorithm; Genetics; Biology; Statistics; Gene","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":[0.009614237,0.0009345881,0.00197773,0.004046067,0.001649183,0.001719388,0.003722313,0.001897383,0.01094663],"category_scores_gemma":[0.03247954,0.0005572886,0.001971749,0.003751318,0.003617151,0.005190695,0.005694211,0.004170696,0.002047515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174448,"about_ca_system_score_gemma":0.001471521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001580269,"about_ca_topic_score_gemma":0.0009404737,"domain_scores_codex":[0.9858589,0.009463765,0.0004014104,0.001709282,0.00217347,0.000393161],"domain_scores_gemma":[0.9671715,0.0270994,0.0006562148,0.002946596,0.001640727,0.0004855251],"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":[0.0002690315,0.0002114706,0.001025679,0.000476554,0.0001923575,0.0001399249,0.0005927695,0.04463177,0.00315633,0.6151851,0.00548913,0.3286298],"study_design_scores_gemma":[0.0000379366,0.0001388165,0.0004472845,0.00005799582,0.00004810875,0.0001002724,0.00009238286,0.2152255,0.001557648,0.7758687,0.006388198,0.00003717035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002797611,0.0002731656,0.9950245,0.0001280252,0.00006455855,0.00004993886,0.00005377796,0.000127893,0.001480597],"genre_scores_gemma":[0.1477571,0.0005943115,0.8457902,0.0002695395,0.0004518503,0.0007640333,0.000517635,0.0003188981,0.00353652],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01094663,"threshold_uncertainty_score":0.05084556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.348242591625781,"score_gpt":0.547241422165759,"score_spread":0.198998830539978,"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."}}