{"id":"W6980751047","doi":"","title":"The Construction of Teacher Candidatesâ Imaginaries and Identities in Canada, Colombia, and Chile: An International Comparative Multiple Narrative Case Study","year":2017,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Construct (python library); Identity (music); Teacher education; Intersection (aeronautics); Field (mathematics); Foreign language; Ideal (ethics)","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":[0.00005970433,0.0000957353,0.0001877663,0.00002456253,0.0002640981,0.00002243822,0.0001127061,0.00004163328,0.0001968836],"category_scores_gemma":[0.000005389139,0.0001000768,0.00001071085,0.00001235587,0.0001201197,0.0004489147,0.00001978283,0.0001106676,4.273648e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947964,"about_ca_system_score_gemma":0.0001342261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9832368,"about_ca_topic_score_gemma":0.9994162,"domain_scores_codex":[0.9996299,0.00002687213,0.00007574093,0.0001012173,0.00009506914,0.00007120677],"domain_scores_gemma":[0.999637,0.00003000998,0.0001157423,0.0001097271,0.00007285851,0.00003462758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003436674,0.00006879973,0.3608499,0.0001610014,0.0003930095,0.0001762391,0.6050978,0.0003024297,0.0002867473,0.00008879914,0.0003401119,0.0318915],"study_design_scores_gemma":[0.0003379047,0.00003487928,0.4711348,0.0000324619,0.00001734683,0.00001889864,0.5230141,0.005252817,0.00002978381,0.000002283541,0.00005630325,0.0000684624],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943807,0.0004976268,0.000001111211,0.00001644344,0.0002063139,0.0001664473,0.00004507305,0.000005902231,0.004680427],"genre_scores_gemma":[0.9982468,0.0004740341,0.00004817323,2.268082e-7,0.000008535573,6.757035e-7,0.000033201,0.000004643566,0.001183748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102849,"threshold_uncertainty_score":0.4081012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028059341364648,"score_gpt":0.2505261600117538,"score_spread":0.2402455665981073,"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."}}