{"id":"W7020135703","doi":"","title":"Journal: JTSR - Transition Studies Review","year":2012,"lang":"en","type":"other","venue":"U-PAD Unimc - Open Digital Publications (University of Macerata)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Lomonosov Moscow State University; Szegedi Tudományegyetem; Fu Jen Catholic University; Universität Innsbruck; Universitas Hasanuddin; Hashemite University; Univerza v Mariboru; American University in Cairo; Università degli Studi di Udine; Peking University; China University of Political Science and Law; Ministero dello Sviluppo Economico; Università degli Studi di Roma Tor Vergata; Université de Tunis; Universitas Indonesia; Central European University; Università degli Studi di Firenze; Beijing Foreign Studies University; Università di Bologna; University of Aberdeen; European Commission; Tongji University; National University of Singapore; Orta Doğu Teknik Üniversitesi; Khon Kaen University; Shanghai International Studies University; Fudan University; Universidade de São Paulo; Pontificia Universidad Javeriana; Politechnika Gdańska; Tsinghua University; University of the Aegean; Zhengzhou University; Ege Üniversitesi; National Research University Higher School of Economics; Chonnam National University; Bilkent Üniversitesi; Academia Sinica; Keio University; Universitatea Politehnica din București; Universidade de Lisboa; Renmin University of China; Yonsei University; York University; University of Macedonia; National Chengchi University; Bahçeşehir Üniversitesi; Latvijas Universitate; Universidade do Estado do Rio de Janeiro; University of Pittsburgh; Jawaharlal Nehru University; Harvard Kennedy School; Libera Università Maria Ss. Assunta; Al Akhawayn University in Ifrane; Univerza v Ljubljani; University of Cyprus; Nanjing University; Universiti Malaya; University of Delhi; Università Bocconi; Jadavpur University; Yale University; Shandong University; Cyprus University of Technology; Nanjing Normal University; Fordham University; Universitatea din București; Università degli Studi di Padova; Johns Hopkins University; Universidade de Coimbra; Vysoká Škola Ekonomická v Praze; National Taiwan University; University of Crete; Politecnico di Torino; Seoul National University; Univerzita Karlova v Praze; Sveučilište u Zagrebu; George Washington University; University of Pennsylvania; Saint Petersburg State University; Harvard University; Universidad Nacional del Sur; Universidad de Cádiz; Open Society Institute","keywords":"Transition (genetics); Work (physics); Field (mathematics); Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0008127079,0.0005538867,0.001214312,0.001413083,0.000522551,0.0007217109,0.003068478,0.0003119989,0.01673958],"category_scores_gemma":[0.0002479991,0.0006455312,0.0003853832,0.001973467,0.0006517509,0.005953858,0.0008872117,0.0005794906,0.004994801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004304863,"about_ca_system_score_gemma":0.0004188681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001722826,"about_ca_topic_score_gemma":0.0004648269,"domain_scores_codex":[0.9973863,0.0002409372,0.000475917,0.0006407965,0.000715843,0.0005402344],"domain_scores_gemma":[0.9957969,0.00009601172,0.001503344,0.001208515,0.000938292,0.0004569778],"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":[0.00002681318,0.0003912878,0.00002107227,0.0007402784,0.0009391263,0.000007700119,0.0003576262,0.000001327884,0.000007749076,0.006335312,0.9805118,0.01065986],"study_design_scores_gemma":[0.0009012784,0.00005594368,0.0001268651,0.002592201,0.0006636141,0.00009078806,0.001858295,0.000005331744,0.000001956542,0.0003345669,0.9927314,0.0006377752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001173743,0.04196764,0.0005001301,0.01029098,0.0001636111,0.00207043,0.004792305,0.0003930435,0.9398101],"genre_scores_gemma":[0.0006206828,0.03240538,0.002272135,0.0002970033,0.0002030154,0.000007654745,0.003300099,0.0006641067,0.9602299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02041979,"threshold_uncertainty_score":0.9995996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08177390194345295,"score_gpt":0.3139845587553065,"score_spread":0.2322106568118535,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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