{"id":"W623521812","doi":"10.1007/978-94-007-0074-1","title":"Dynamic Formal Epistemology","year":2011,"lang":"en","type":"book","venue":"","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Collation; Epistemology; Key (lock); Social epistemology; Philosophy; Computer science; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003211351,0.0004115758,0.000681056,0.0001556076,0.0003154083,0.00005989823,0.0004118749,0.0005803952,0.01166773],"category_scores_gemma":[0.00001597905,0.000344903,0.0003531079,0.0000065969,0.001337425,0.0001922901,0.0001394928,0.0008603384,0.00312858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000961395,"about_ca_system_score_gemma":0.000339065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001838247,"about_ca_topic_score_gemma":0.005577129,"domain_scores_codex":[0.9983806,0.00006738741,0.0004764142,0.0004007526,0.0001670628,0.0005077929],"domain_scores_gemma":[0.998741,0.0001458278,0.0002890377,0.0005246008,0.0002067515,0.00009273123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001023547,0.00002674514,7.649099e-7,0.0001811646,0.0001274752,0.00001910235,0.00638649,5.164722e-8,4.483984e-7,0.9079306,0.08383546,0.001481462],"study_design_scores_gemma":[0.0001276471,0.0001198609,0.000002341567,0.00003739028,0.00009995459,0.00001334255,0.0002235654,0.000006119445,0.000001442816,0.2671795,0.7318695,0.0003193185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002114089,0.0007423594,0.0001440433,0.0001874551,0.00388315,0.0002517618,0.00009332,0.0002044425,0.9944723],"genre_scores_gemma":[0.001029691,0.0001284023,0.0001581599,0.001347452,0.00105345,0.00002082096,0.0002986572,0.00008447985,0.9958789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.648034,"threshold_uncertainty_score":0.9999003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06282954175862769,"score_gpt":0.2539592448412269,"score_spread":0.1911297030825992,"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."}}