{"id":"W3126208099","doi":"10.46538/hlj.11.1.1","title":"The Discourses of Heritage Language Development: Engaging Ideologies in Canadian Hispanic Communities","year":2014,"lang":"en","type":"article","venue":"Heritage Language Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ideology; Conceptualization; Sociology; Embodied cognition; Variety (cybernetics); Heritage language; Ethnography; Perspective (graphical); Gender studies; Linguistics; Epistemology; Anthropology; Political science; Pedagogy; Politics","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":[0.002581424,0.0001184793,0.0001812003,0.000176973,0.001227317,0.0001968954,0.0005695741,0.00007587091,0.0004730794],"category_scores_gemma":[0.001081563,0.00009153225,0.00005690897,0.0002094342,0.0003328281,0.0001893123,0.00004238173,0.0004909673,0.00001432438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326311,"about_ca_system_score_gemma":0.001092629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4896628,"about_ca_topic_score_gemma":0.9519342,"domain_scores_codex":[0.9979423,0.0007961443,0.0003506205,0.0000766226,0.0002577587,0.0005765388],"domain_scores_gemma":[0.9987702,0.0005419037,0.0001659208,0.0002108257,0.00006948297,0.0002416609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006472536,0.00002828302,0.02009107,0.00001695824,0.00001627065,0.00002201105,0.9250151,0.000008484035,0.0002220002,0.004074432,0.000339226,0.05015969],"study_design_scores_gemma":[0.0002071392,0.00001489165,0.01940464,0.00008614727,0.000005006437,0.0000115809,0.8686442,0.00003773333,0.0001855807,0.00008953608,0.1111687,0.0001447492],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666809,0.002453125,0.00001040742,0.002236525,0.0004149129,0.00009900924,0.000004429386,0.00002764398,0.02807306],"genre_scores_gemma":[0.9954044,0.000193839,0.0004920315,0.0004223676,0.0003396589,0.000006358814,0.000004031174,0.000014309,0.003123052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4622714,"threshold_uncertainty_score":0.9439651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03457850005292287,"score_gpt":0.3922764886085337,"score_spread":0.3576979885556109,"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."}}