{"id":"W2013302415","doi":"10.1080/1047621052000341572","title":"Imaginative transformation in teacher education","year":2005,"lang":"en","type":"article","venue":"Teaching Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Teacher education; Pedagogy; Mathematics education; Professional development; Sociology; Process (computing); Psychology; Computer science","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":[0.00205317,0.0003054203,0.0001937016,0.0006929956,0.00582869,0.008089658,0.0007139447,0.00115202,0.001783646],"category_scores_gemma":[0.003401934,0.0001272552,0.0001349921,0.0006768836,0.04414612,0.003265529,0.003312879,0.002944789,0.00021424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178133,"about_ca_system_score_gemma":0.01510904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0428056,"about_ca_topic_score_gemma":0.0555627,"domain_scores_codex":[0.9974272,0.001684761,0.00003923287,0.0001272528,0.0003409715,0.0003805389],"domain_scores_gemma":[0.998016,0.001122403,0.0001973813,0.0001275112,0.0002159778,0.0003207643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002719816,0.00006796419,0.001076148,0.0001330077,0.000003928744,0.0003840052,0.210386,0.0003153687,0.0007663047,0.7309479,0.003977376,0.05191486],"study_design_scores_gemma":[0.00003067814,0.0000984746,0.004301492,0.0004740866,0.000007400895,0.0008248866,0.2132825,0.0006856394,0.001453229,0.3646631,0.4141437,0.00003484268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2616579,0.01904596,0.02490619,0.03452234,0.0005404587,0.0001317539,0.00001813419,0.0001462428,0.6590311],"genre_scores_gemma":[0.9788049,0.00259822,0.002294987,0.0006600785,0.00004951649,0.00003747212,0.000007016217,0.00002098735,0.01552689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0428056,"threshold_uncertainty_score":0.08547997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679579904270246,"score_gpt":0.380137177946529,"score_spread":0.3633413789038265,"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."}}