{"id":"W3205476102","doi":"","title":"Open Online Module for Computational Thinking in Mathematics Education","year":2017,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Computational thinking; Computer science; Connected Mathematics; Mathematics; Pedagogy; Calculus (dental); 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":[0.0003756139,0.00005488899,0.00008917571,0.00004336337,0.0003368414,0.0008540655,0.001434967,0.00002166424,0.000004925103],"category_scores_gemma":[0.00009127228,0.00004826266,0.00002191649,0.00002487568,0.000007529176,0.0006381151,0.0003756636,0.00005115132,0.00001188221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003594141,"about_ca_system_score_gemma":0.0001079858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441053,"about_ca_topic_score_gemma":0.00005338154,"domain_scores_codex":[0.9994564,0.00001100091,0.0001576634,0.0001661415,0.0001057976,0.0001029813],"domain_scores_gemma":[0.9993803,0.00006427606,0.0001370732,0.0003026679,0.00009501068,0.00002066932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.871107e-7,0.00009644641,0.001391949,0.00001442988,0.000002761572,2.793408e-7,0.0004566203,0.004068756,0.00001086054,0.985078,0.0002034404,0.008675923],"study_design_scores_gemma":[0.0002343325,0.00002682219,0.01969963,0.0001845448,0.000001178928,0.000004223287,0.0001933161,0.6849506,0.0001154613,0.2817081,0.01274513,0.0001366836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009669468,0.00001037894,0.9816455,0.001185484,0.000399186,0.0003186866,9.076483e-7,0.00002680844,0.006743571],"genre_scores_gemma":[0.3434743,5.41332e-7,0.6387835,0.0001436521,0.00009701733,0.00002468569,0.000004884132,0.00000524856,0.01746623],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.70337,"threshold_uncertainty_score":0.8235773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07436973309492173,"score_gpt":0.363119707114093,"score_spread":0.2887499740191713,"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."}}