{"id":"W7161754300","doi":"10.82308/49867","title":"Self-identification processes and their reflection in the language of fourth-wave emigrants in Montreal","year":2003,"lang":"ru","type":"dissertation","venue":"","topic":"Language, Communication, and Linguistic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emigration; Meaning (existential); Period (music); Reflection (computer programming); Neuroscience of multilingualism; First language; Semantics (computer science); Process (computing)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001540413,0.0002352406,0.0003659103,0.0002297198,0.0003549722,0.00008482665,0.0003295314,0.0002352824,0.00003297585],"category_scores_gemma":[0.001742369,0.0001612765,0.00005186497,0.001077703,0.0001406578,0.0001063923,0.00002025169,0.0002658512,0.00000338065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008138405,"about_ca_system_score_gemma":0.0002025372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06401673,"about_ca_topic_score_gemma":0.6620831,"domain_scores_codex":[0.997798,0.0006685443,0.00064015,0.0003329972,0.0003153367,0.0002450164],"domain_scores_gemma":[0.997942,0.0008806027,0.0004678763,0.0003549499,0.0003270745,0.00002748287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003660385,0.0002940238,0.0081337,0.0004852168,0.000043727,0.000003201524,0.9846649,0.000001453148,0.0001274445,0.001250001,0.00007886576,0.004880887],"study_design_scores_gemma":[0.0004005799,0.00004013225,0.08740216,0.0002496555,0.00006410549,0.000002423802,0.9089682,0.0001027824,0.0006706069,0.001534382,0.0003344651,0.0002305166],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9144518,0.009210194,0.000018505,0.000189746,0.000277116,0.0008675819,0.00001560128,0.00002735007,0.07494207],"genre_scores_gemma":[0.9860461,0.009363837,0.0001385776,0.0000372037,0.00008985559,0.0000895671,0.0001198255,0.00001270786,0.004102373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5980664,"threshold_uncertainty_score":0.942216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612030000469631,"score_gpt":0.3254258197390669,"score_spread":0.2993055197343706,"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."}}