{"id":"W2802689086","doi":"10.1016/j.ijar.2018.04.012","title":"Approximations of arbitrary relations by partial orders","year":2018,"lang":"en","type":"article","venue":"International Journal of Approximate Reasoning","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Nature","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004826363,0.0001126108,0.0001916601,0.0002096574,0.00009346056,0.0001300557,0.001071457,0.00005942534,0.00005727402],"category_scores_gemma":[0.0001868957,0.00009544203,0.0001270024,0.0002653822,0.0001278763,0.0008559509,0.0001376007,0.0001861809,0.0000143304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005595115,"about_ca_system_score_gemma":0.0001362899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001694352,"about_ca_topic_score_gemma":9.507291e-7,"domain_scores_codex":[0.9984053,0.00005458448,0.000608288,0.0001572344,0.0006003681,0.0001742035],"domain_scores_gemma":[0.9982274,0.0000970309,0.0006905954,0.0001951209,0.0007035063,0.00008633715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001908091,0.0009461768,0.006508617,0.00002865365,0.0008599527,0.0000881553,0.004786094,0.0008930679,0.007521405,0.8830431,0.02193807,0.07319589],"study_design_scores_gemma":[0.004500085,0.001372593,0.004225201,0.0009224289,0.0001259469,0.00164994,0.0007814677,0.7845027,0.03813294,0.1090466,0.05370945,0.001030642],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05225841,0.0001835371,0.9278742,0.002110035,0.00110663,0.0000887386,0.00001438848,0.00004116199,0.01632288],"genre_scores_gemma":[0.7156922,0.00003255345,0.283816,0.0001236214,0.0002817564,0.000002354104,0.000006137807,0.00000839238,0.00003698541],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7836096,"threshold_uncertainty_score":0.3892013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103402540771094,"score_gpt":0.2601359108208294,"score_spread":0.24979565674372,"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."}}