{"id":"W4250109990","doi":"10.1017/cbo9781139583800","title":"Teen Talk","year":2016,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Style (visual arts); Reading (process); Period (music); Linguistics; English language; Psychology; History; Art; Aesthetics","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"],"consensus_categories":[],"category_scores_codex":[0.00008442126,0.0003675468,0.0004161136,0.0002118356,0.0005090078,0.0001886282,0.0007388398,0.0002425942,0.0001988132],"category_scores_gemma":[0.000240532,0.0003649745,0.000306954,0.000002484421,0.0006734483,0.0001478724,0.0005574442,0.0003336071,0.0002614092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003625205,"about_ca_system_score_gemma":0.0002035802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009158759,"about_ca_topic_score_gemma":0.0001003913,"domain_scores_codex":[0.998615,0.00005064418,0.0001703302,0.0004796424,0.0003195378,0.0003648957],"domain_scores_gemma":[0.9977121,0.00006997929,0.0002261964,0.0005312113,0.001285369,0.0001751485],"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":[0.0000223089,0.00001021232,0.000002806637,0.00008438334,0.0001170212,0.0002441122,0.001282154,1.41129e-8,4.186564e-7,0.4199918,0.5780894,0.0001553595],"study_design_scores_gemma":[0.0005009694,0.0000312483,0.000003860016,0.0001444864,0.0003195587,7.160091e-7,0.0008677326,0.000001313621,0.00002538638,0.00004454843,0.997552,0.0005081644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001456366,0.0001247087,0.00002828981,0.000004479659,0.008877499,0.0002758001,0.0022134,0.0002357939,0.9880944],"genre_scores_gemma":[0.0003890065,0.00004928768,0.000008583893,0.0001071785,0.01585792,3.604891e-7,0.0001351039,0.00004484464,0.9834077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4199472,"threshold_uncertainty_score":0.9998802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461114161197478,"score_gpt":0.1861275654345422,"score_spread":0.1615164238225675,"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."}}