{"id":"W2030371456","doi":"10.1016/j.chemosphere.2007.09.019","title":"The dualistic approach of FCA: A further insight into Ontario Lake sediments","year":2007,"lang":"en","type":"article","venue":"Chemosphere","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Formal concept analysis; Representation (politics); Data mining; Relation (database); Computer science; Partial least squares regression; Machine learning; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004119928,0.0001308633,0.0001512681,0.000007315289,0.0001382134,0.00007783261,0.0008263024,0.00007501293,0.00005900324],"category_scores_gemma":[0.00002055098,0.0000811639,0.00006452848,0.0002557918,0.0000953887,0.0001286829,0.0002312746,0.0001525916,0.00003182474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006496667,"about_ca_system_score_gemma":0.0000891284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136242,"about_ca_topic_score_gemma":0.01414834,"domain_scores_codex":[0.9988892,0.00001932587,0.0002527579,0.0002713202,0.0002861738,0.0002812283],"domain_scores_gemma":[0.9990536,0.00008170486,0.0001061382,0.0006170812,0.00006407771,0.00007737698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002071267,0.001408592,0.0547308,0.0002588578,0.0004511385,0.0001583617,0.1737737,0.0003741925,0.001260439,0.112033,0.0272677,0.6280761],"study_design_scores_gemma":[0.002603768,0.000396362,0.09437834,0.0000802534,0.00004488286,0.00006777488,0.002054812,0.009475252,0.007063358,0.03308423,0.8495963,0.001154721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1829139,0.001340639,0.2431873,0.0009216121,0.00103953,0.0005359887,0.000002018136,0.0001760788,0.5698829],"genre_scores_gemma":[0.933568,0.000008291348,0.06355675,0.0003341065,0.00007281901,0.000007871483,0.000004177012,0.00001050082,0.002437496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8223286,"threshold_uncertainty_score":0.7895108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402934796601475,"score_gpt":0.223517685059955,"score_spread":0.2094883370939403,"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."}}