{"id":"W351717382","doi":"10.1017/cbo9780511616792","title":"Language, Culture, and Society","year":2006,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":371,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sociology of language; Linguistics; Comprehension approach; Reading (process); Perception; Personality psychology; Sociolinguistics; Sociocultural linguistics; Linguistic anthropology; Psychology; Sociology; Language education; Personality; Social psychology","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":[0.00006615343,0.0003167785,0.0003167449,0.00006271822,0.0004631643,0.0002757613,0.0004956327,0.0002129374,0.00002188338],"category_scores_gemma":[0.000002815222,0.0003167892,0.0002077727,0.000004152323,0.0008595865,0.0001647465,0.0003565378,0.0004629388,0.00001341932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284088,"about_ca_system_score_gemma":0.0001404492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000885796,"about_ca_topic_score_gemma":0.00008805959,"domain_scores_codex":[0.999035,0.00005763408,0.0001498659,0.0003287844,0.0001991208,0.0002296141],"domain_scores_gemma":[0.9989581,0.00005002414,0.0001927558,0.0005825888,0.0001385661,0.00007798871],"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":[0.000004365105,0.000007209871,2.103591e-7,0.00006195454,0.00007079417,0.00002269536,0.005849667,1.318669e-7,0.000003314327,0.5283544,0.4654983,0.0001269163],"study_design_scores_gemma":[0.0003578065,0.0000191911,0.000006018938,0.00008791631,0.0001961296,0.000005084561,0.008541888,0.000006825435,0.00001937742,0.00002618336,0.9903576,0.0003759712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001331978,0.001217936,0.00001488344,0.00001295615,0.0001343067,0.0002509877,0.0006883983,0.0002252338,0.9973221],"genre_scores_gemma":[0.0007754437,0.0001191139,0.00008121725,0.0001152617,0.0004876791,0.000001340193,0.000468641,0.00004012025,0.9979112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5283282,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341429525062409,"score_gpt":0.2213335478632226,"score_spread":0.1979192526125985,"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."}}