{"id":"W4396494858","doi":"10.1093/9780191995606.002.0005","title":"Preface","year":2024,"lang":"en","type":"other","venue":"","topic":"Chinese history and philosophy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Subject (documents); Publication; Selection (genetic algorithm); Work (physics); Sociology; Epistemology; Library science; Media studies; Political science; Engineering; Computer science; Law; Philosophy; Artificial intelligence; Mechanical engineering","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":[0.0007225461,0.0006482262,0.0005220548,0.00229723,0.002395194,0.003107776,0.0009095403,0.0007787803,0.476101],"category_scores_gemma":[0.004129538,0.0002479155,0.0003876047,0.00202094,0.0005918172,0.002472661,0.001887615,0.001790643,0.2340556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616979,"about_ca_system_score_gemma":0.00166846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00256058,"about_ca_topic_score_gemma":0.003598009,"domain_scores_codex":[0.999509,0.00007649239,0.00003690185,0.0000872747,0.0002427444,0.00004756433],"domain_scores_gemma":[0.9983719,0.0002740752,0.00007389716,0.0001844824,0.0008881222,0.00020757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003164455,0.00001639884,0.0001548879,0.0001819076,0.000002172405,0.00006275345,0.0003028099,0.00005465529,0.000147211,0.009607139,0.9351861,0.05425239],"study_design_scores_gemma":[0.000002035714,0.00000674802,0.0002909559,0.00008764797,8.469739e-7,0.00003162415,0.000146361,0.00001347877,0.00004522009,0.001399998,0.9979728,0.000002308692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001454404,0.004093249,0.002123315,0.01074126,0.03111433,0.0003294309,0.009531082,0.0007063276,0.9399067],"genre_scores_gemma":[0.008547626,0.002661683,0.001237912,0.002012957,0.005880861,0.0002146534,0.009471678,0.0005215279,0.969451],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.476101,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02997521342341358,"score_gpt":0.3189098807892686,"score_spread":0.288934667365855,"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."}}