{"id":"W6931509819","doi":"10.5281/zenodo.6579082","title":"RankAggSIgFUR: Polynomially Bounded Rank Aggregation under Kemeny's Axiomatic Approach","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Bounded function; Axiom; Heuristics; Aggregate (composite); Rank (graph theory); Axiomatic system","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":[0.004715544,0.001588912,0.001555805,0.001843952,0.001844538,0.005296499,0.002918596,0.001745686,0.01495956],"category_scores_gemma":[0.01497859,0.0008907057,0.002493404,0.003700163,0.002094443,0.008826505,0.005761424,0.004999841,0.009445854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658441,"about_ca_system_score_gemma":0.005256914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003296229,"about_ca_topic_score_gemma":0.005522892,"domain_scores_codex":[0.9931782,0.001975868,0.0005300444,0.001433884,0.002048046,0.0008339329],"domain_scores_gemma":[0.9919424,0.00316711,0.0004979161,0.003037249,0.001009881,0.0003454914],"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":[0.0004559885,0.0002263043,0.0005552845,0.0003388506,0.0001311088,0.0001110695,0.0002646565,0.04232457,0.004275741,0.5889667,0.07152752,0.2908223],"study_design_scores_gemma":[0.0001050425,0.00009633761,0.0002177978,0.00005413603,0.00005195334,0.0001577632,0.0000956428,0.1455548,0.008116054,0.8163649,0.02911905,0.00006653113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003722845,0.000232094,0.9819459,0.00074603,0.0001438195,0.0001546384,0.0009849132,0.00463212,0.007437671],"genre_scores_gemma":[0.1134884,0.0004030385,0.8683003,0.001001827,0.000269077,0.0003395495,0.003114288,0.00147253,0.01161102],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01495956,"threshold_uncertainty_score":0.05004478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850974635401398,"score_gpt":0.2075941548325188,"score_spread":0.1890844084785048,"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."}}