{"id":"W4252252122","doi":"10.1007/978-1-4939-7131-2_100010","title":"Adversarial Knowledge","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Adversarial system; Computer science; Artificial intelligence","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":[0.003478203,0.0007609215,0.0005745386,0.001328697,0.002684489,0.006704921,0.001901365,0.00336621,0.03150303],"category_scores_gemma":[0.01208154,0.0003785313,0.0005466914,0.0009311957,0.01195434,0.009119055,0.004115429,0.005475358,0.00570098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003584587,"about_ca_system_score_gemma":0.002340052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563312,"about_ca_topic_score_gemma":0.001502091,"domain_scores_codex":[0.9967539,0.001384206,0.0001179408,0.0005522419,0.0009350958,0.0002565003],"domain_scores_gemma":[0.9951121,0.00285715,0.0002315689,0.001171491,0.0004729992,0.0001546979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000180521,0.000003342271,0.00001914604,0.00001055652,0.000001993037,0.00001207294,0.0001137947,0.0002094744,0.00001551095,0.993916,0.002743825,0.00295255],"study_design_scores_gemma":[0.000001631805,0.000002369273,0.00003390794,0.00005705066,0.000002067495,0.00002833941,0.00008051135,0.0005573217,0.00007067628,0.9567958,0.04236675,0.000003582293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003236359,0.002514924,0.07501271,0.0137241,0.0005775274,0.00005417706,0.0001578638,0.00008146827,0.904641],"genre_scores_gemma":[0.6072733,0.006012716,0.02138294,0.0053796,0.001908921,0.0003079114,0.0005601489,0.0001867442,0.3569878],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03150303,"threshold_uncertainty_score":0.1053881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037802495597827,"score_gpt":0.273553490365412,"score_spread":0.1697732408056293,"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."}}