{"id":"W4291302748","doi":"10.1007/3-540-45554-x","title":"Rough Sets and Current Trends in Computing","year":2001,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Current (fluid); Computer science; Data science; Geology; Oceanography","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":[0.002546104,0.0009693423,0.002056221,0.004025073,0.0007944022,0.006807928,0.001156177,0.001205187,0.005806786],"category_scores_gemma":[0.008331085,0.0004672065,0.0007824741,0.008111677,0.00404497,0.009544963,0.001216489,0.002621523,0.00174649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841468,"about_ca_system_score_gemma":0.00134025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159362,"about_ca_topic_score_gemma":0.001250079,"domain_scores_codex":[0.997497,0.0005536448,0.0002213926,0.0002329639,0.00139933,0.00009555207],"domain_scores_gemma":[0.9961374,0.002638706,0.0002175137,0.0003098397,0.0005917216,0.0001047744],"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":[0.00002121966,0.00002328347,0.0001899844,0.0008723973,0.00004010875,0.00003149316,0.0003656395,0.001979928,0.0002114701,0.81084,0.01948301,0.1659415],"study_design_scores_gemma":[0.000009662491,0.0000322947,0.0004232892,0.0003321298,0.00003521459,0.0001340241,0.0002574862,0.003673424,0.000112897,0.864632,0.1303308,0.00002687022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00615613,0.7401958,0.153067,0.01657891,0.006465554,0.00007727988,0.0002946442,0.0004286991,0.07673595],"genre_scores_gemma":[0.1831011,0.6259454,0.1388602,0.002990823,0.01194429,0.0002864239,0.0005588717,0.0001903275,0.03612247],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006807928,"threshold_uncertainty_score":0.01942557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365635781420889,"score_gpt":0.2832117175609313,"score_spread":0.2595553597467224,"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."}}