{"id":"W6959601722","doi":"10.11575/prism/43457","title":"How do international students reconstruct their identity as readers when they transition into Canadian post-secondary education?","year":2023,"lang":"en","type":"other","venue":"University of Calgary","topic":"Legal and Regulatory Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Transition (genetics); Meaning (existential); Identity (music); Narrative; Cultural identity; Cultural diversity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002108988,0.0001172284,0.0001868676,0.0005430952,0.0003191678,0.00008991531,0.0006819091,0.0002700195,0.004517103],"category_scores_gemma":[0.00002370313,0.0001284446,0.0001792962,0.0001416832,0.0003641966,0.0004124992,0.0000427019,0.0001698996,0.00007012434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003689091,"about_ca_system_score_gemma":0.001964096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8603271,"about_ca_topic_score_gemma":0.9672095,"domain_scores_codex":[0.9989966,0.0001356759,0.00007695354,0.0002367563,0.000403968,0.0001500873],"domain_scores_gemma":[0.9993616,0.00002165865,0.0001312761,0.0001540961,0.0001363756,0.0001950151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009050321,0.0002904336,0.009583725,0.0002063114,0.003521851,0.0001510968,0.2790688,0.000002240771,0.00003083003,0.04886963,0.4788708,0.1793137],"study_design_scores_gemma":[0.0001882011,0.00001272667,0.002128633,0.0001319824,0.0001170384,0.000001261487,0.07214321,0.00000150245,0.000001707113,0.004273499,0.9208006,0.0001996637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007769602,0.0003296995,0.00006003587,0.01022822,0.001755224,0.0003251622,0.0001829218,0.0001641674,0.979185],"genre_scores_gemma":[0.03596493,0.0007002317,0.0002131728,0.0002353941,0.000324291,4.882505e-7,0.0001935673,0.00008029184,0.9622876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4419298,"threshold_uncertainty_score":0.9963929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006801407760347528,"score_gpt":0.2352572090395042,"score_spread":0.2284558012791567,"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."}}