{"id":"W2780233366","doi":"10.36510/learnland.v3i2.350","title":"Teacher Education and Teacher Identity in Transition","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sophistication; Identity (music); Citizenship; Diversity (politics); Pedagogy; Social justice; Transition (genetics); Sociology; Psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002090279,0.00008725603,0.0003270444,0.000709946,0.01315913,0.007529258,0.000822134,0.002302579,0.003030614],"category_scores_gemma":[0.006014362,0.0001266772,0.0001974716,0.0007278551,0.0158887,0.003953274,0.006292329,0.004358358,0.0002483492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01433822,"about_ca_system_score_gemma":0.01785812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1306038,"about_ca_topic_score_gemma":0.2190222,"domain_scores_codex":[0.9968923,0.001263708,0.00007783004,0.0001854475,0.0002655855,0.001315183],"domain_scores_gemma":[0.9965642,0.0007792613,0.0003070892,0.000141254,0.0005668917,0.001641272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000745338,0.0001223322,0.01467143,0.00008620582,0.000004538681,0.001734095,0.5706178,0.00009745184,0.000169902,0.3569503,0.02036145,0.03510989],"study_design_scores_gemma":[0.00002197385,0.00004795796,0.01882056,0.0002992186,0.000006360111,0.0007376209,0.7757239,0.0001224694,0.0001889242,0.02842754,0.1755824,0.00002120076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5773326,0.008535086,0.001703478,0.1741852,0.001795285,0.00004924942,0.0000564921,0.0000582218,0.2362844],"genre_scores_gemma":[0.9863968,0.0009684986,0.0001033689,0.001932645,0.00006258669,0.00001117401,0.000008849743,0.0000105843,0.01050554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306038,"threshold_uncertainty_score":0.2596872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599068174835036,"score_gpt":0.3508988499343007,"score_spread":0.3249081681859504,"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."}}