{"id":"W2056171407","doi":"","title":"Transactions on rough sets VI: commemorating the life and work of Zdzisław Pawlak, part I","year":2007,"lang":"en","type":"book","venue":"Springer eBooks","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Work (physics); Geology; Engineering; Mechanical engineering","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":[0.001964899,0.001129816,0.001567599,0.002329825,0.0007297453,0.005405006,0.0008620663,0.001179223,0.006994463],"category_scores_gemma":[0.003974349,0.0006591147,0.0006688286,0.004240842,0.002369939,0.005533057,0.001378139,0.003723058,0.004525329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239295,"about_ca_system_score_gemma":0.001260083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226452,"about_ca_topic_score_gemma":0.001878782,"domain_scores_codex":[0.9986165,0.0002403148,0.0001142713,0.0001632894,0.0008055786,0.00006006226],"domain_scores_gemma":[0.9987124,0.0006280373,0.00007079431,0.0001477965,0.0003284842,0.0001124638],"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":[0.00006409011,0.00002757476,0.0002296753,0.001039636,0.00006853449,0.00009232287,0.0007663238,0.001222693,0.001660534,0.2400772,0.4828613,0.2718901],"study_design_scores_gemma":[0.000006907155,0.00002520754,0.0006421688,0.0003625502,0.00002388063,0.0002523155,0.0002278562,0.001221893,0.0002461331,0.08464249,0.9123253,0.00002328394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002281434,0.8205157,0.06083535,0.02131105,0.03776174,0.00003780097,0.0002892473,0.0002577762,0.05670996],"genre_scores_gemma":[0.04657738,0.6514146,0.08386845,0.006916518,0.04554097,0.0001054012,0.0008238299,0.0007325775,0.1640203],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006994463,"threshold_uncertainty_score":0.02339876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360507212716614,"score_gpt":0.2425774606033856,"score_spread":0.2065267393317242,"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."}}