{"id":"W4417209362","doi":"10.1075/sic.24013.kil","title":"Digital metacommunication","year":2025,"lang":"en","type":"article","venue":"Spanish in Context","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Ideology; Social media; Perception; Stigma (botany); Ordered logit; Association (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":[],"consensus_categories":[],"category_scores_codex":[0.00007840684,0.00005840992,0.00009967563,0.00007631222,0.0001186542,0.0002949016,0.000209401,0.00002190737,0.0004817217],"category_scores_gemma":[0.001437406,0.00005878524,0.00004247113,0.00002871369,0.0001013448,0.0001947837,0.0001062917,0.00008474353,0.0001852594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003494469,"about_ca_system_score_gemma":0.00002088973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009728111,"about_ca_topic_score_gemma":0.01042111,"domain_scores_codex":[0.9996027,0.00001678379,0.0001226283,0.00009811489,0.00006212096,0.0000976568],"domain_scores_gemma":[0.9993888,0.00004889458,0.00002946437,0.0001990257,0.0003185739,0.00001524179],"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":[0.00002530374,0.000238844,0.04446451,0.00005995292,0.00008826991,0.00001137068,0.05425907,9.824163e-7,0.000004027186,0.780736,0.08769876,0.0324129],"study_design_scores_gemma":[0.000611964,0.00001986817,0.00362403,0.00006553471,0.00003466388,5.462332e-8,0.07321733,0.00007295884,0.00006417768,0.01533599,0.9067672,0.00018615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.246338,0.0009992331,0.00004063352,0.0001909333,0.008114218,0.0001529904,0.00005993804,0.00007947553,0.7440246],"genre_scores_gemma":[0.9680498,0.00001836722,0.00001013619,0.0004800032,0.0007936969,0.000002572461,0.00001953377,0.000003374902,0.03062247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8190685,"threshold_uncertainty_score":0.5815224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330589340035096,"score_gpt":0.2434317874001751,"score_spread":0.2201258939998242,"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."}}