{"id":"W2561710158","doi":"","title":"Language Nests as an Emergent Global Phenomenon: Diverse Approaches to Program Development and Delivery","year":2015,"lang":"en","type":"article","venue":"","topic":"Language Development and Disorders","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Indigenous; Indigenous language; Nest (protein structural motif); Diversity (politics); Language development; First language; Phenomenon; Endangered species; Computer science; Linguistics; Ecology; Psychology; Sociology; Developmental psychology; Anthropology; Biology; Epistemology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000202074,0.0002003492,0.0001564051,0.0000615824,0.00007432365,0.00005686307,0.0001813789,0.00007985618,0.0009511414],"category_scores_gemma":[0.00002120166,0.0001684603,0.00002170786,0.0002237818,0.00003603807,0.0001251346,0.0001660423,0.00005135805,0.0009371197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008113847,"about_ca_system_score_gemma":0.0001380983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006117811,"about_ca_topic_score_gemma":0.0008424722,"domain_scores_codex":[0.9987094,0.00005185029,0.0001948076,0.0004295672,0.0002243677,0.0003900448],"domain_scores_gemma":[0.9990507,0.000006630868,0.0000341883,0.0002308746,0.00003372968,0.0006439065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002671526,0.0009195642,0.05033898,0.00001386989,0.0001494717,0.0001699216,0.123629,0.000004433211,0.000007058989,0.007345264,0.01364035,0.803515],"study_design_scores_gemma":[0.006140233,0.001428442,0.2027641,0.00002107576,0.00008704546,0.00009792399,0.5342186,0.00006245167,0.000222176,0.0007651265,0.2521893,0.00200352],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839029,0.0003825515,0.0001230895,0.0002876402,0.0002855969,0.0005301221,0.000003054538,0.0002248794,0.1142602],"genre_scores_gemma":[0.9682854,0.00000217125,0.02406685,0.001279263,0.00009281668,0.0001959239,0.00008979028,0.00001928905,0.005968434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8015115,"threshold_uncertainty_score":0.9999622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1513535013557792,"score_gpt":0.3368972774544745,"score_spread":0.1855437760986953,"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."}}