{"id":"W4401370624","doi":"10.1177/26349795241270390","title":"Book Review: Multimodality Studies in International Contexts (Routledge Studies in Multimodality) 1st Edition Vásquez RoccaLilianaArtemevaNatashaGrace Fo BourgetChloë, Multimodality Studies in International Contexts (Routledge Studies in Multimodality) 1st Edition. Routledge: New York and Abingdon, 2023, 314 pp., ISBN: 9781032434872","year":2024,"lang":"en","type":"article","venue":"Multimodality & Society","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimodality; Sociology; Linguistics; Regional science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085785,0.001768124,0.00191748,0.004871248,0.001557871,0.00722803,0.0013667,0.002222678,0.08275151],"category_scores_gemma":[0.004024601,0.0007295078,0.0007888009,0.01540337,0.001818722,0.007811371,0.002378041,0.003243015,0.0261081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003141974,"about_ca_system_score_gemma":0.006418952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01178585,"about_ca_topic_score_gemma":0.01694891,"domain_scores_codex":[0.9989327,0.0002879708,0.0001043638,0.0001253728,0.0004604951,0.00008912856],"domain_scores_gemma":[0.9978439,0.001081283,0.0002258256,0.00008592062,0.000618063,0.0001450711],"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":[0.00001684574,0.00002419254,0.00008649267,0.006719862,0.00001793169,0.0001174797,0.001289873,0.000112925,0.0001638445,0.01203388,0.7814619,0.1979549],"study_design_scores_gemma":[0.000002443074,0.000005501867,0.000220078,0.004303858,0.000006338701,0.0001340271,0.0004464361,0.00001023315,0.00002329719,0.0008548442,0.9939864,0.000006511137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0001515998,0.9462914,0.0003196747,0.007547341,0.006016281,0.00003222549,0.000210606,0.00004118418,0.03938973],"genre_scores_gemma":[0.001534628,0.9447023,0.0004214147,0.002070425,0.002738463,0.00008251901,0.0003708806,0.00007062454,0.04800868],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08275151,"threshold_uncertainty_score":0.2768314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1109531467083514,"score_gpt":0.3810549030524836,"score_spread":0.2701017563441322,"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."}}