{"id":"W1806598882","doi":"10.29173/cmplct11157","title":"Improvisation in Teaching and Teacher Education","year":2011,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Improvisation; Mathematics education; Pedagogy; Psychology; Art; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100184,0.00007266559,0.0001092205,0.000210835,0.0002315396,0.0000957339,0.0002320582,0.00004546834,0.0001331887],"category_scores_gemma":[0.0001799854,0.00007376466,0.00002579468,0.00004275857,0.0001835398,0.0009010974,0.00003222071,0.0002162712,0.000001720708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001833291,"about_ca_system_score_gemma":0.0003972721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004323016,"about_ca_topic_score_gemma":0.000611354,"domain_scores_codex":[0.998962,0.0002306454,0.0002938418,0.0001166445,0.0002932837,0.0001035318],"domain_scores_gemma":[0.9993664,0.00005070445,0.0002326021,0.0000641238,0.0001628668,0.0001233293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004902096,0.001601634,0.4193659,0.000006732693,0.00001857402,2.627239e-7,0.04043351,9.276449e-7,0.00009104263,0.3814898,0.0001950537,0.1567476],"study_design_scores_gemma":[0.000158411,0.00004709138,0.9208711,0.00003252744,0.000008080081,0.00001167856,0.01435106,0.00003185027,0.00001072394,0.05606522,0.008330875,0.00008133658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788212,0.0001025547,0.0002723516,0.002185971,0.0008548949,0.0001010357,0.000001309993,0.00000585853,0.0176548],"genre_scores_gemma":[0.9930578,0.0001793629,0.005218459,0.0005785328,0.0004746223,0.000005082193,0.00001004508,0.000004573072,0.0004714482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5015053,"threshold_uncertainty_score":0.6535136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005491441349415,"score_gpt":0.3934825427235262,"score_spread":0.2929333985885847,"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."}}