{"id":"W3153225639","doi":"10.1007/978-3-030-65632-4_17","title":"Transfer of Mathematical Knowledge for Teaching as Elicited Through Scripted Role-Play","year":2021,"lang":"en","type":"book-chapter","venue":"Research in mathematics education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Mathematics education; Transfer (computing); Knowledge transfer; Psychology; Transfer of training; Pedagogy; Computer science; Knowledge management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001397638,0.0002920097,0.0002121291,0.0002658871,0.0003889253,0.001556826,0.0007243479,0.0005340503,0.01031708],"category_scores_gemma":[0.004870222,0.0001567239,0.0001883907,0.0002138973,0.00117068,0.001311497,0.0011199,0.001136475,0.001385923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007478904,"about_ca_system_score_gemma":0.001121297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005151665,"about_ca_topic_score_gemma":0.0009579075,"domain_scores_codex":[0.9993939,0.000274743,0.00002421422,0.00006576273,0.0001814701,0.00005990969],"domain_scores_gemma":[0.9983906,0.001173578,0.00005897001,0.0002254261,0.00007723943,0.00007431545],"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":[0.0007746113,0.003206371,0.006626585,0.001077932,0.00002811386,0.001232175,0.08286989,0.004381386,0.2529101,0.2496348,0.007767129,0.3894909],"study_design_scores_gemma":[0.0003458358,0.003040605,0.1076226,0.001878715,0.00008653283,0.006363858,0.05452283,0.03856172,0.3499398,0.2348989,0.202513,0.0002254997],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4700919,0.0004681834,0.06018908,0.0006874593,0.0001455881,0.0006381929,0.0003501842,0.0003302647,0.4670992],"genre_scores_gemma":[0.9093422,0.0003426807,0.03069605,0.0001399304,0.000008875738,0.0004148209,0.0002218325,0.00007083117,0.05876284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031708,"threshold_uncertainty_score":0.03451407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.169906628634109,"score_gpt":0.4959881747390077,"score_spread":0.3260815461048986,"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."}}