{"id":"W4413366131","doi":"10.1017/9781009599801","title":"Face and Form","year":2025,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Princeton University; University of Oxford; Harvard University; University of Cambridge; Yale University; Wayne State University; York University","keywords":"Face (sociological concept); Linguistics; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00004038626,0.0001829396,0.0002056051,0.0001079993,0.0002906943,0.00009767554,0.0001742152,0.0001292217,0.00001411702],"category_scores_gemma":[0.00001330158,0.000198454,0.00007662438,0.000001814714,0.0002360559,0.00003751924,0.0002061339,0.0002281793,0.000004973668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265242,"about_ca_system_score_gemma":0.0001318705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004198877,"about_ca_topic_score_gemma":0.00004304756,"domain_scores_codex":[0.9993973,0.00001463052,0.00009031162,0.0002403008,0.0001020828,0.0001553504],"domain_scores_gemma":[0.9994834,0.00004340398,0.00008286852,0.0002082522,0.000121623,0.0000604203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001019345,0.000002923485,1.267984e-7,0.0001059724,0.00004286306,0.00003705486,0.00107234,7.328795e-8,2.715793e-7,0.6989366,0.2993797,0.0004118234],"study_design_scores_gemma":[0.0002272983,0.00002046992,0.000001552635,0.0001287162,0.0001594257,0.000001225241,0.0004286364,0.00005831981,0.000005639687,0.00004528948,0.9987099,0.0002135464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003004448,0.0003952035,0.0001002115,0.000008866809,0.0005312679,0.0001957031,0.000534974,0.00008594766,0.9981178],"genre_scores_gemma":[0.0007149188,0.00005057496,0.00001267994,0.00007124102,0.0005657064,3.756718e-7,0.0001080335,0.00001357415,0.9984629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6993302,"threshold_uncertainty_score":0.8092718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702731251659377,"score_gpt":0.1860475216466369,"score_spread":0.1690202091300431,"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."}}