{"id":"W1567853939","doi":"","title":"TPACK-in-Practice: Developing 21st Century Teacher Knowledge","year":2012,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Pedagogy; Mathematics education; Sociology; Psychology","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":[0.001231255,0.0001539795,0.0001530838,0.0003435267,0.0004442987,0.0001102832,0.0005162,0.000403912,0.0003327037],"category_scores_gemma":[0.001296203,0.0001754433,0.0001396008,0.0005339857,0.000303324,0.002225344,0.00005587887,0.0004549337,0.0001941296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565445,"about_ca_system_score_gemma":0.00219556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002750834,"about_ca_topic_score_gemma":0.00006570385,"domain_scores_codex":[0.9985706,0.00006317598,0.0004611127,0.0001665752,0.0002877407,0.0004508164],"domain_scores_gemma":[0.9983965,0.0001341876,0.0003017558,0.0001725171,0.0008795618,0.0001154918],"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":[0.00000703335,0.0003076054,0.01311785,0.00001443575,0.00003980314,9.1709e-9,0.09872694,3.867282e-7,0.000008438356,0.8089503,0.01341737,0.06540982],"study_design_scores_gemma":[0.0001847373,0.000009569608,0.001190073,0.00002642673,0.00001463812,0.000001689327,0.2801938,0.00002497574,0.00001353181,0.002164308,0.7160192,0.0001571003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0404578,0.001972585,0.0103141,0.08053131,0.01214849,0.001119705,0.00002444499,0.0007456169,0.8526859],"genre_scores_gemma":[0.9790701,0.0006061398,0.01466903,0.0009383475,0.00079824,0.0003869091,0.0001319876,0.00001266913,0.003386521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9386123,"threshold_uncertainty_score":0.7154371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07603010794514245,"score_gpt":0.421264343295749,"score_spread":0.3452342353506066,"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."}}