{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005851194,0.00005178875,0.0000765027,0.00008127037,0.0002650139,0.00006078056,0.00006450375,0.0001072407,0.0004369159],"category_scores_gemma":[0.0003142065,0.00005286818,0.00001894661,0.00014117,0.00006064779,0.0002034978,0.000005220074,0.000471041,0.00002200891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002918801,"about_ca_system_score_gemma":0.0001285466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004373596,"about_ca_topic_score_gemma":0.0295942,"domain_scores_codex":[0.9993649,0.0001388298,0.00008434547,0.0001399742,0.0001222942,0.0001496357],"domain_scores_gemma":[0.9997737,0.00005428966,0.0000301024,0.0000483707,0.00001972858,0.00007383303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001175779,0.0003431861,0.6308732,0.00001536736,0.000004570239,0.000001261332,0.2833135,0.00001311021,0.001003352,0.01034589,0.001289999,0.07278486],"study_design_scores_gemma":[0.00034981,0.00004539242,0.3818091,0.00003105046,0.00001832021,0.00000330672,0.08737026,0.0001161507,0.000008486983,0.002787757,0.527185,0.000275431],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459975,0.0001801552,0.00002319635,0.001799079,0.0004195224,0.0000420397,1.148209e-7,0.00005948975,0.05147885],"genre_scores_gemma":[0.994173,0.00002343807,0.0001172735,0.00005415704,0.0006040555,0.00000858455,0.000003722705,0.000006653529,0.005009131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.525895,"threshold_uncertainty_score":0.9881132,"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."}}