{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002857602,0.000784866,0.0007261265,0.002599869,0.02416199,0.006865247,0.002530155,0.001726131,0.00316154],"category_scores_gemma":[0.005461499,0.0004979657,0.0003612205,0.003240385,0.01031656,0.003713131,0.006649369,0.002930629,0.0002076169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04891219,"about_ca_system_score_gemma":0.02298523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.645976,"about_ca_topic_score_gemma":0.8001235,"domain_scores_codex":[0.9971131,0.001301242,0.0001072137,0.0002439882,0.0002867964,0.0009476485],"domain_scores_gemma":[0.9968724,0.001378277,0.0003648075,0.000166672,0.0005282096,0.0006896804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002964543,0.00006287139,0.005508486,0.0001353736,0.000005301864,0.004335449,0.9791847,0.0000905324,0.000292725,0.005039045,0.0008465179,0.004469305],"study_design_scores_gemma":[0.000002783462,0.000008447242,0.002570226,0.0001018107,0.000005298944,0.0002564218,0.9859309,0.00005000205,0.0001161427,0.0001287334,0.01081971,0.000009412398],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650913,0.001776124,0.0008682442,0.002050236,0.00005334692,0.0002604946,0.0001883867,0.00001747627,0.02969426],"genre_scores_gemma":[0.9928064,0.001185313,0.0006639321,0.0001720329,0.000006271408,0.0001404447,0.00008142384,0.00001387718,0.004930204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354024,"threshold_uncertainty_score":0.7122178,"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."}}