{"id":"W2124355452","doi":"10.5430/jct.v2n2p62","title":"Developing Mathematical Thinking: Changing Teachers’ Knowledge and Instruction","year":2013,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Cognitively Guided Instruction; Knowledge level; Professional development; Domain knowledge; Domain (mathematical analysis); Computer science; Teaching method; Mathematics; Psychology; Pedagogy; Knowledge management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001454418,0.0001792772,0.0002459288,0.0003402425,0.0003547354,0.0007198505,0.0005283089,0.0004034523,0.001418564],"category_scores_gemma":[0.006866669,0.000132107,0.0001882422,0.0002218625,0.0003668017,0.0006440504,0.0007797148,0.0004421378,0.0001923289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004418789,"about_ca_system_score_gemma":0.00116888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001114767,"about_ca_topic_score_gemma":0.001783029,"domain_scores_codex":[0.999054,0.0003544599,0.00004924627,0.0001441065,0.0002775597,0.0001206755],"domain_scores_gemma":[0.9973034,0.00137374,0.0004372585,0.0002310438,0.0002101341,0.000444538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009509271,0.02026728,0.145346,0.0005830701,0.00008218016,0.0004993726,0.01286096,0.001252736,0.06940253,0.001157327,0.0006753908,0.7469222],"study_design_scores_gemma":[0.0006240103,0.01681511,0.9006714,0.0002160472,0.0002407541,0.00107544,0.00760681,0.003088917,0.05586301,0.002364595,0.01137861,0.00005530194],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986129,0.00004278019,0.000362163,0.00006774785,0.000003501749,0.00001827401,0.000005415026,0.00001060988,0.0008766326],"genre_scores_gemma":[0.9959376,0.00009757916,0.003172119,0.00004371558,0.00000642226,0.00003952448,0.00001616177,0.000003171491,0.0006837171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001454418,"threshold_uncertainty_score":0.007691741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261890910778308,"score_gpt":0.3411673655715636,"score_spread":0.3149782744937328,"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."}}