{"id":"W4255917206","doi":"10.1093/oso/9780198847205.003.0004","title":"Losing Knowledge by Thinking about Thinking","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Epistemology; Psychology; Philosophy","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":[],"category_scores_codex":[0.0005709935,0.0005495123,0.0007706767,0.0001244278,0.00101898,0.0006578357,0.0004422013,0.0005476498,0.009700813],"category_scores_gemma":[0.0000291942,0.0005001192,0.000450621,0.000009446419,0.0006414724,0.0002012944,0.0002507806,0.00134158,0.0006562739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009023029,"about_ca_system_score_gemma":0.0001800749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000125981,"about_ca_topic_score_gemma":0.002110618,"domain_scores_codex":[0.9979489,0.00006194974,0.0005590532,0.0006177418,0.0004031313,0.0004092244],"domain_scores_gemma":[0.998314,0.0003311614,0.0003211764,0.0005233255,0.000416123,0.00009424856],"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":[0.000002290567,0.00002513408,0.000001047091,0.0001903668,0.0002016958,0.00002293667,0.03093384,1.88714e-7,0.00001077596,0.9019379,0.06451447,0.002159327],"study_design_scores_gemma":[0.0001069036,0.00002230557,1.536333e-7,0.0006320719,0.0001285681,0.000004752908,0.0008695915,0.000004173062,0.00004402969,0.2800206,0.7177195,0.0004473788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001651994,0.01858764,0.000187401,0.0005964509,0.00356323,0.0001750543,0.00006585443,0.0002734241,0.9765344],"genre_scores_gemma":[0.0007290583,0.0007551378,0.0002987165,0.0027141,0.003448014,0.000005253316,0.0002930749,0.000148854,0.9916078],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.653205,"threshold_uncertainty_score":0.9997451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06639461169239262,"score_gpt":0.2695674433269028,"score_spread":0.2031728316345102,"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."}}