{"id":"W2998632681","doi":"","title":"A Mixed Methods Approach to Identity, Investment, and Language Learning in Study Abroad: The Case of Erasmus Students in Finland, Romania, and Catalonia","year":2019,"lang":"en","type":"dissertation","venue":"Tesis Doctorals en Xarxa (Consorci de Serveis Universitaris de Catalunya)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University; Universitat de Lleida; Université de Fribourg; Generalitat de Catalunya","keywords":"Humanities; Erasmus+; Art; Cartography; Geography; The Renaissance; Art history","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002234028,0.0004246227,0.0007361282,0.0008334442,0.0003050843,0.0003727116,0.0005488622,0.0002245879,0.0001718551],"category_scores_gemma":[0.0002935485,0.0003958161,0.00009674495,0.0002406603,0.00009021247,0.0004400998,0.0002990418,0.001020874,0.000008770459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725625,"about_ca_system_score_gemma":0.0001065752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1636293,"about_ca_topic_score_gemma":0.2119995,"domain_scores_codex":[0.9966569,0.001563488,0.0004633776,0.0006295347,0.0002383681,0.0004483454],"domain_scores_gemma":[0.9984026,0.0006618939,0.0003161043,0.0004158928,0.00006546133,0.0001380284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001441175,0.000470742,0.2770706,0.0005617026,0.0003711095,0.001016968,0.71342,0.0001763927,0.0002067707,0.002529983,0.0001527664,0.003878942],"study_design_scores_gemma":[0.001924462,0.0002736614,0.2188895,0.0002606296,0.0003992313,0.0001028348,0.776311,0.0003650443,0.00005887476,0.0000512757,0.0007830452,0.000580456],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923164,0.002234617,0.00001050305,0.00002752109,0.0001307019,0.0009263956,0.00006072658,0.00004539174,0.004247689],"genre_scores_gemma":[0.9895254,0.00003072303,0.0005354968,0.0001115835,0.00004746846,0.00003107191,0.0003075543,0.00005891663,0.009351829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06289107,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536078716785612,"score_gpt":0.3328632167850706,"score_spread":0.3075024296172145,"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."}}