{"id":"W4241187228","doi":"10.3233/fi-2012-645","title":"Preface","year":2012,"lang":"la","type":"article","venue":"Fundamenta Informaticae","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Selection (genetic algorithm); Computer science; Artificial intelligence; Humanities; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001474648,0.0008177548,0.0008122749,0.002961716,0.001702889,0.004261767,0.001138203,0.001175705,0.4508832],"category_scores_gemma":[0.01141852,0.0002777311,0.0004780602,0.002398121,0.0005013735,0.002914953,0.001878605,0.002322909,0.2891314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125272,"about_ca_system_score_gemma":0.002007644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002686885,"about_ca_topic_score_gemma":0.003344269,"domain_scores_codex":[0.9990526,0.0001263634,0.00007435437,0.000127972,0.0005467649,0.00007199281],"domain_scores_gemma":[0.9943001,0.0009326275,0.0002084143,0.0004843297,0.003229239,0.0008452807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001273816,0.000008389328,0.00003414055,0.00007637395,0.000001265846,0.000015412,0.00002890805,0.0000327272,0.00006376421,0.001938514,0.9626201,0.03516752],"study_design_scores_gemma":[0.000002638746,0.000007897173,0.0001667837,0.00008208868,0.000001135887,0.00002345261,0.0000371929,0.00001947976,0.00004037717,0.001293204,0.9983227,0.000003041462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.000838122,0.01738457,0.005245439,0.04515008,0.4354829,0.0003949038,0.009461577,0.001309507,0.4847328],"genre_scores_gemma":[0.003361686,0.008736744,0.002240394,0.006995563,0.06084961,0.0002135912,0.007567925,0.000799554,0.9092348],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5491168,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373613158797846,"score_gpt":0.2605661795091102,"score_spread":0.2268300479211318,"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."}}