{"id":"W2133699768","doi":"10.4245/sponge.v1i1.2969","title":"Science Democratised = Expertise Decommissioned","year":2007,"lang":"en","type":"article","venue":"Spontaneous Generations A Journal for the History and Philosophy of Science","topic":"Classical Philosophy and Thought","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Warwick","keywords":"Sophist; SOCRATES; Episteme; Dialectic; Contemplation; Citizenship; Philosophy; Analogy; Phronesis; Prudence; Socratic method; Literature; Law; Sociology; Epistemology; Political science; Art; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001826714,0.0001223818,0.0001436174,0.0003856854,0.006343364,0.0001479518,0.0005599964,0.00002342408,0.0002122795],"category_scores_gemma":[0.0001999985,0.00008039379,0.00008724404,0.0001923642,0.008445123,0.0005362173,0.00005147252,0.0001657012,0.000002793803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002498719,"about_ca_system_score_gemma":0.0004560695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008205416,"about_ca_topic_score_gemma":0.0000579335,"domain_scores_codex":[0.9986392,0.00001722873,0.0003597428,0.0002232925,0.0004683099,0.0002921878],"domain_scores_gemma":[0.9986693,0.0002141069,0.0001914134,0.000222523,0.0004648658,0.0002377884],"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":[0.0001200227,0.00007352214,0.000001172893,0.000007271693,0.000007770938,0.00002637767,0.01038286,0.00002771484,0.03268991,0.9478142,0.001052763,0.007796412],"study_design_scores_gemma":[0.0008188985,0.0008756016,0.00004608323,0.00007707754,0.00008576686,0.0023991,0.001389134,0.003835711,0.004540907,0.4375279,0.5479658,0.0004380193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4638577,0.02570093,0.02516836,0.02274433,0.0324961,0.001870836,0.0001124626,0.0001536981,0.4278956],"genre_scores_gemma":[0.994491,0.00004203016,0.00110425,0.0004227138,0.001219605,0.00000367984,6.22224e-7,0.000008297849,0.002707788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5469131,"threshold_uncertainty_score":0.9949502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05900415986166307,"score_gpt":0.2718512203118086,"score_spread":0.2128470604501456,"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."}}