{"id":"W7164878561","doi":"10.32028/antor.v19i.1953","title":"Preliminary Pages, Volume 19, 2021","year":2021,"lang":"","type":"article","venue":"Antiguo oriente","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Yarmouk University; Universität Heidelberg; University of Oxford; Tel Aviv University; Azusa Pacific University; Universidade de Santiago de Compostela; Universidad Nacional de Córdoba; York University; Università degli Studi di Torino; Universidad Nacional de Rosario; Wellesley College","keywords":"","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":[0.0002881287,0.0002823711,0.0002375592,0.00006350726,0.0006442322,0.0001532357,0.0003290422,0.0001608285,0.06214448],"category_scores_gemma":[0.0002521207,0.0002784123,0.0001631,0.001566483,0.000354682,0.0007489455,0.0004707768,0.0003716803,0.007478113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269834,"about_ca_system_score_gemma":0.0004040461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001826052,"about_ca_topic_score_gemma":0.00004020226,"domain_scores_codex":[0.9973322,0.00005314098,0.000556892,0.0007803835,0.0006590572,0.0006183525],"domain_scores_gemma":[0.9985989,0.00004332697,0.0001867665,0.0007381135,0.0001326673,0.0003002386],"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":[0.00004765212,0.002027146,0.3299178,0.00008064772,0.0001354274,0.0002481086,0.001872261,0.000159076,0.01037434,0.02193833,0.5242753,0.1089239],"study_design_scores_gemma":[0.0001933496,0.0001212428,0.3757134,0.00005586442,0.00002952644,0.00004197863,0.0008250428,0.0002868779,0.002373582,0.0006521057,0.6194365,0.0002705521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7537522,0.006024089,0.001183483,0.03459232,0.007095183,0.000525017,0.000285809,0.00004853945,0.1964933],"genre_scores_gemma":[0.8157178,0.003739744,0.00177837,0.001679179,0.0004723466,0.00002258867,0.0002274801,0.00003153141,0.176331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086533,"threshold_uncertainty_score":0.9999668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578879505676868,"score_gpt":0.2526679849973323,"score_spread":0.2368791899405637,"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."}}