{"id":"W2579811243","doi":"10.7939/r33r4w","title":"An Inquiry into the Experiences of a Mathematics Teacher: As a Teacher in Canada and as a Student from East Asia","year":2016,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teacher preparation; Teacher education; Pedagogy; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006685598,0.0000570824,0.00009803274,0.00005318249,0.00004431728,0.0000180941,0.0008764901,0.00002294428,0.0004647472],"category_scores_gemma":[0.00003882955,0.00003885003,0.00001560749,0.0001150069,0.0001582962,0.0007149476,0.0002739662,0.00005579532,0.000004449251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003586528,"about_ca_system_score_gemma":0.001439866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.827514,"about_ca_topic_score_gemma":0.627931,"domain_scores_codex":[0.9993249,0.00009250738,0.00008646571,0.0001555567,0.000233578,0.0001069843],"domain_scores_gemma":[0.9992259,0.0003283778,0.00005740618,0.000272136,0.00001545813,0.000100682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001975998,0.0001898294,0.140317,0.000007331143,0.00002182005,0.00001012739,0.8456751,8.116073e-7,0.0001193502,0.00853359,0.0009567588,0.004148481],"study_design_scores_gemma":[0.0004921564,0.0001955896,0.1525446,0.0001009082,0.000005273079,0.0000043007,0.8361354,0.0005465134,0.0006548512,0.006159897,0.00300626,0.0001541361],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937158,0.00007543949,0.0001273849,0.00363001,0.00003061307,0.00006713987,5.070244e-7,0.000003740872,0.00234943],"genre_scores_gemma":[0.9965042,0.00003000652,0.001708522,0.00005115473,0.00001482544,5.082862e-7,0.000001309607,0.000002462224,0.001687027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.199583,"threshold_uncertainty_score":0.5088656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024511461217267,"score_gpt":0.264873254585823,"score_spread":0.2446281399736503,"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."}}