{"id":"W4400477965","doi":"10.1017/9781108983624","title":"Heritage Languages","year":2024,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Heritage language; Indexicality; Variation (astronomy); Linguistics; Grammar; Sociolinguistics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001925334,0.0001603003,0.0002150795,0.0001196318,0.0002608048,0.00007331566,0.0003995918,0.0004047979,0.00003528168],"category_scores_gemma":[0.00008588676,0.0001929619,0.0001352021,0.00001429381,0.0003165193,0.00002915224,0.000178861,0.0003580659,0.0001513882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003840511,"about_ca_system_score_gemma":0.0007750452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00158551,"about_ca_topic_score_gemma":0.00008520218,"domain_scores_codex":[0.998967,0.0001213289,0.00009970277,0.0003256121,0.0002342089,0.0002521692],"domain_scores_gemma":[0.9993334,0.0000959752,0.00008073533,0.0002332498,0.000111076,0.0001455314],"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":[0.000004454902,0.000002603353,2.932671e-7,0.00002772141,0.0000350003,0.0004726562,0.0008172966,5.554647e-8,0.000002064486,0.6028214,0.3956535,0.0001630498],"study_design_scores_gemma":[0.0001291638,0.00001027282,0.000002307447,0.00005781663,0.0001313816,0.000002508847,0.0008381991,0.000002560314,0.000006472819,0.00003275719,0.998583,0.0002035789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001179615,0.0002343013,0.0000643563,0.0001008368,0.001120183,0.0002228302,0.000204018,0.0003173491,0.9977244],"genre_scores_gemma":[0.0004500521,0.00008174359,0.00006771375,0.0001648284,0.000996043,5.58223e-7,0.00005742721,0.00002528184,0.9981564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6029295,"threshold_uncertainty_score":0.786876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235930160189334,"score_gpt":0.260321683809584,"score_spread":0.2379623822076907,"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."}}