{"id":"W2617374652","doi":"10.1017/9781316339732","title":"The Cambridge Handbook of Cognitive Linguistics","year":2017,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":373,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Applied linguistics; Cognitive linguistics; Quantitative linguistics; Media linguistics; Linguistics; Language and Communication Technologies; Context (archaeology); Sociocultural linguistics; Cognitive science; Clinical linguistics; Computational linguistics; Contrastive linguistics; Grammar; Cognitive grammar; Theoretical linguistics; Computer science; Cognition; Language technology; Psychology; Language education; Philosophy; History; Comprehension approach","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":[0.0002929599,0.0004677123,0.0006245183,0.0001558944,0.0007527962,0.00008636214,0.001064397,0.0006157854,0.00001306916],"category_scores_gemma":[0.0003145673,0.0004301745,0.0004142754,0.00001260755,0.00116728,0.00003273776,0.0003600064,0.0007824667,0.00009043713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001510982,"about_ca_system_score_gemma":0.0004203267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004851457,"about_ca_topic_score_gemma":0.00001438857,"domain_scores_codex":[0.9979205,0.0002495266,0.0003424474,0.0006157341,0.000378683,0.0004930911],"domain_scores_gemma":[0.996148,0.0007565077,0.0008992841,0.00114439,0.0008789604,0.0001728588],"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":[0.0006801853,0.00005666144,0.000005492398,0.000113523,0.0009933201,0.0009051608,0.0005328257,5.249966e-8,0.000009837093,0.5012827,0.4878612,0.007559043],"study_design_scores_gemma":[0.001595087,0.0001512042,0.0001016261,0.0008467045,0.001352065,0.00002732223,0.0005961089,0.000003801479,0.0004319788,0.00002611964,0.994357,0.0005110209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001135938,0.002805633,0.0004534217,0.000003621228,0.002276744,0.0007590192,0.001643703,0.0000936193,0.9918506],"genre_scores_gemma":[0.003596476,0.0003405239,0.00001634428,0.0000607006,0.0009684336,0.000005735093,0.0003182376,0.00007177319,0.9946218],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5064957,"threshold_uncertainty_score":0.999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706499200043694,"score_gpt":0.2602060447247236,"score_spread":0.2331410527242867,"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."}}