{"id":"W2962764178","doi":"10.1353/abr.2019.0087","title":"Maturity and Mastery","year":2019,"lang":"en","type":"article","venue":"American book review/The American book review","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chai; Portrait; Memoir; History; China; Tragedy (event); Literature; Immigration; Hymn; Gender studies; Sociology; Art history; Art; Theology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002275695,0.0004357866,0.001758194,0.0000644432,0.0004734691,0.00009356369,0.0007943183,0.00003913261,0.004177915],"category_scores_gemma":[0.0002412046,0.0003240551,0.0004091154,0.0008432473,0.002387611,0.0005403523,0.0001695484,0.0004007125,0.001786016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515951,"about_ca_system_score_gemma":0.0002756105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003034263,"about_ca_topic_score_gemma":0.0004010978,"domain_scores_codex":[0.9957299,0.001338178,0.0009270726,0.0007362901,0.0005312552,0.0007373363],"domain_scores_gemma":[0.9966183,0.0004305259,0.00134391,0.001089293,0.0001526917,0.0003652312],"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":[0.000006862966,0.00003685148,0.001982496,0.00325794,0.000065497,0.000003172935,0.000951377,1.384967e-7,0.000003885647,0.0005980873,0.8346537,0.15844],"study_design_scores_gemma":[0.00007512182,0.0001198667,0.001444199,0.004850467,0.0001980602,0.00001491611,0.0004227326,0.000003133266,9.877673e-7,0.00004314962,0.9923992,0.0004281697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007863321,0.9394325,0.00002834159,0.02847861,0.0001475291,0.002529031,0.00001180324,0.0001132413,0.02847263],"genre_scores_gemma":[0.0003878523,0.720162,0.00011209,0.2623378,0.0001863595,0.0001610781,0.000009233841,0.00003294075,0.01661068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2338592,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769470762047171,"score_gpt":0.3035471657156724,"score_spread":0.2858524580952007,"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."}}