{"id":"W4392368494","doi":"10.1016/j.asoc.2024.111448","title":"A three-way confirmatory approach to formal concept analysis in classification","year":2024,"lang":"en","type":"article","venue":"Applied Soft Computing","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Computer science; Artificial intelligence; Machine learning; Formal concept analysis; Field (mathematics); Bayesian probability; Mathematics; Algorithm","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":[0.03005563,0.001438874,0.001399178,0.006560638,0.004413933,0.008661746,0.002732275,0.002525494,0.009854447],"category_scores_gemma":[0.07439494,0.0009148847,0.0038404,0.003762683,0.00639889,0.0104955,0.005090843,0.003365111,0.001627257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878168,"about_ca_system_score_gemma":0.005778671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619221,"about_ca_topic_score_gemma":0.001752559,"domain_scores_codex":[0.9735822,0.01761914,0.00157082,0.001915708,0.004795144,0.0005169999],"domain_scores_gemma":[0.9249581,0.04966302,0.004695443,0.008796209,0.01070372,0.001183464],"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":[0.0003765119,0.0001875158,0.005745857,0.0005650965,0.0002509388,0.0006264409,0.005887605,0.003449768,0.00367354,0.8647603,0.003948774,0.1105276],"study_design_scores_gemma":[0.0001178981,0.0004039721,0.002551179,0.0003134132,0.0002227294,0.001197616,0.002843253,0.05159196,0.003147415,0.9238496,0.0135936,0.0001674551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01249508,0.0002453638,0.9781983,0.001513091,0.000117635,0.0003801376,0.0002156224,0.0004507786,0.006384042],"genre_scores_gemma":[0.244608,0.0001761209,0.750522,0.0004385952,0.0001341793,0.001153803,0.0004588154,0.0001075094,0.00240103],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03005563,"threshold_uncertainty_score":0.1589512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798479225111956,"score_gpt":0.2537882908667692,"score_spread":0.2258034986156496,"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."}}