{"id":"W1566960255","doi":"","title":"A Technological Pedagogical Content Knowledge Framework for Mathematics Teachers","year":2009,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Content (measure theory); Computer science; Pedagogy; Mathematics; Sociology","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":[0.003414218,0.0006477772,0.0004855141,0.005144358,0.002014553,0.007539552,0.002176196,0.002349047,0.00781115],"category_scores_gemma":[0.007090484,0.0006987349,0.001380608,0.00265362,0.00325216,0.01336013,0.004879211,0.002586297,0.002128056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002922961,"about_ca_system_score_gemma":0.005482362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114768,"about_ca_topic_score_gemma":0.01027375,"domain_scores_codex":[0.9978212,0.0006636663,0.0003737626,0.000366826,0.0005576364,0.0002169128],"domain_scores_gemma":[0.9957677,0.001939634,0.0002491337,0.0005946149,0.001066615,0.000382382],"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":[0.00005081821,0.0003503829,0.002790145,0.0002751787,0.00003299942,0.0002346643,0.008464159,0.004127553,0.003248461,0.7901625,0.007702273,0.1825609],"study_design_scores_gemma":[0.00006497544,0.0001317705,0.003496487,0.001056906,0.0001404544,0.0005448323,0.01210859,0.07844164,0.00867034,0.6572865,0.2379524,0.0001051469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01962837,0.0003344316,0.9259875,0.003032915,0.0000817999,0.0005363885,0.0006632907,0.002518496,0.04721669],"genre_scores_gemma":[0.2489146,0.0003673683,0.7378245,0.0002481561,0.00003637961,0.0007711363,0.001405962,0.0002791945,0.01015269],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01114768,"threshold_uncertainty_score":0.02613091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3748139955304554,"score_gpt":0.4404949700682731,"score_spread":0.06568097453781774,"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."}}