{"id":"W2759938145","doi":"10.4018/978-1-5225-3873-8.ch008","title":"Questioning the Role of Tomorrow's Teacher","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in educational technologies and instructional design book series","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prince Albert Grand Council; MacEwan University","funders":"","keywords":"Implementation; Student engagement; Mathematics education; Student centered; Pedagogy; Psychology; Work (physics); Student achievement; Academic achievement; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002886308,0.0001866551,0.0002259193,0.0001487771,0.0007424372,0.00007765832,0.000491242,0.0002629206,0.000277321],"category_scores_gemma":[0.0002535073,0.0001541351,0.00005342744,0.00003335988,0.002557174,0.00120015,0.0001147692,0.0003235223,0.000004972762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159223,"about_ca_system_score_gemma":0.0003738179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007507021,"about_ca_topic_score_gemma":0.0002723858,"domain_scores_codex":[0.9988951,0.00002883405,0.0002713063,0.0002622089,0.0003713754,0.0001711964],"domain_scores_gemma":[0.9990197,0.0002195801,0.0003692684,0.0002317187,0.0001406979,0.0000189695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001872859,0.00001110609,0.001776448,0.000008529113,0.00001889908,2.730779e-7,0.0003841081,0.000007881951,0.000007975979,0.9190007,0.0002207075,0.07854463],"study_design_scores_gemma":[0.00003923895,0.00002257026,0.000882479,0.00008821932,0.000009322289,0.000004265584,0.003502183,0.000001292526,0.00002340427,0.4899797,0.5053396,0.0001076708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002279398,0.06636466,0.00003839576,0.006198216,0.0008074201,0.0004638015,0.0000147081,0.0001082072,0.9257767],"genre_scores_gemma":[0.04935734,0.2376563,0.0183135,0.0000608195,0.0009091054,0.0002527514,0.00003858437,0.00005033844,0.6933613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5051189,"threshold_uncertainty_score":0.9422013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180203722294299,"score_gpt":0.3109477808437555,"score_spread":0.2929274086143256,"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."}}