{"id":"W3174473954","doi":"10.11575/prism/38962","title":"Language affinity of heritage speakers in Western Canada: The link between language and emotions","year":2021,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Heritage language; Link (geometry); Psychology; Computer 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":[0.0007710198,0.0003202012,0.000475036,0.0008751917,0.009722074,0.003304086,0.0007105898,0.00038392,0.002614955],"category_scores_gemma":[0.001969983,0.0002799656,0.0002328249,0.001419449,0.003696674,0.0005866796,0.002001375,0.001105979,0.0002041584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01425138,"about_ca_system_score_gemma":0.021275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9693774,"about_ca_topic_score_gemma":0.9889498,"domain_scores_codex":[0.9992161,0.00009725772,0.00001912065,0.00007885385,0.000257589,0.0003309124],"domain_scores_gemma":[0.9986738,0.0001825595,0.0001744669,0.00003000822,0.0005194609,0.000419789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001800363,0.00009523577,0.3620888,0.00009297288,0.00003180676,0.001784511,0.6195882,0.00004679702,0.002251219,0.0005897836,0.001311417,0.01193916],"study_design_scores_gemma":[0.000004109857,0.00003451682,0.2666636,0.00006431793,0.00001423828,0.0003042582,0.7296872,0.00006386307,0.000169596,0.00009654335,0.002867238,0.00003063827],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974998,0.0001495269,0.00002423168,0.0001571964,0.000006048061,0.000007423452,0.00003770458,0.000001120331,0.002116938],"genre_scores_gemma":[0.9982584,0.0002295461,0.00005187759,0.00009181006,0.000002080374,0.000005197526,0.0000451595,0.000002971963,0.001313103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0306226,"threshold_uncertainty_score":0.1034014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263157538149704,"score_gpt":0.198982307476166,"score_spread":0.186350732094669,"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."}}