{"id":"W4392078487","doi":"10.1016/j.asoc.2024.111418","title":"A conceptual clustering method for large-scale group decision-making with linguistic truth-valued lattice implication algebra","year":2024,"lang":"en","type":"article","venue":"Applied Soft Computing","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Lattice (music); Cluster analysis; Group decision-making; Computer science; Group (periodic table); Natural language processing; Algebra over a field; Artificial intelligence; Linguistics; Mathematics; Theoretical computer science; Philosophy; Pure mathematics; Psychology; Social psychology; Physics","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":[0.003137543,0.0005289831,0.001380346,0.002188498,0.00152067,0.002032141,0.002180896,0.0009115426,0.00356429],"category_scores_gemma":[0.005460111,0.0003928405,0.001932544,0.003106742,0.001011703,0.002710012,0.002117487,0.001826508,0.0007569596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175673,"about_ca_system_score_gemma":0.002721825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280468,"about_ca_topic_score_gemma":0.003119638,"domain_scores_codex":[0.9975967,0.0008400216,0.0001867679,0.0004475913,0.0008185296,0.0001104403],"domain_scores_gemma":[0.9978647,0.0009208478,0.0001452188,0.0002274383,0.0007114946,0.0001303465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002054859,0.0002925656,0.001099035,0.0003919814,0.0003019794,0.0001671449,0.0006850077,0.1331416,0.007531978,0.3605582,0.005615686,0.4900093],"study_design_scores_gemma":[0.00002588093,0.00006551272,0.0002825016,0.00002691417,0.00005975904,0.00009492347,0.0001197016,0.8709465,0.001619473,0.1227597,0.003953611,0.00004564448],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00131607,0.00004532834,0.998068,0.00004619428,0.00001801636,0.00003108542,0.00002212046,0.00007003571,0.0003831341],"genre_scores_gemma":[0.06682041,0.00009022027,0.9317924,0.00006505094,0.00004669554,0.0001608872,0.0001385338,0.00004498862,0.0008408569],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00356429,"threshold_uncertainty_score":0.0165931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624440240131393,"score_gpt":0.3010068247307064,"score_spread":0.2847624223293925,"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."}}