{"id":"W4392721323","doi":"10.22318/icls2023.294906","title":"Examining Active Learning Teacher Education Classroom Activities Using the ICAP Framework and Suggestions for Future Enhancements of ICAP","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Class (philosophy); Active learning (machine learning); Mathematics education; Test (biology); Artificial intelligence; Psychology; Biology","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":[0.00226774,0.0001061811,0.0001475082,0.0001284809,0.001232519,0.000084734,0.0001521207,0.0001335779,0.00002024924],"category_scores_gemma":[0.002677114,0.00008970283,0.00002867898,0.0007385412,0.0002474226,0.0003405242,0.0000663432,0.0004399625,8.2424e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198116,"about_ca_system_score_gemma":0.0001739152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008478164,"about_ca_topic_score_gemma":0.000007029488,"domain_scores_codex":[0.9989574,0.0001180697,0.0001609054,0.0002188006,0.0002521406,0.000292668],"domain_scores_gemma":[0.9989886,0.0004178078,0.0002446218,0.0000504458,0.0002639104,0.00003458269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006098047,0.0001196169,0.07547956,0.0001652496,0.00009121626,7.714311e-8,0.3810787,0.00001194294,0.06012432,0.2736564,0.0007881589,0.2084237],"study_design_scores_gemma":[0.0002382124,0.000131371,0.07116678,0.0004323505,0.00009394473,0.000001053138,0.8569013,0.0008157903,0.01129857,0.02755378,0.03099311,0.0003737395],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98181,0.00005017391,0.008944908,0.0008191853,0.0004118309,0.000398867,0.000002410221,0.0001071186,0.007455546],"genre_scores_gemma":[0.9648424,0.00004238154,0.0323718,0.00004450107,0.0008544587,0.00009520687,0.000003211271,0.00001982045,0.001726187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4758226,"threshold_uncertainty_score":0.9479661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08489613949857028,"score_gpt":0.4185372258361091,"score_spread":0.3336410863375388,"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."}}