{"id":"W4397034283","doi":"10.1007/978-3-031-55272-4_2","title":"Preserving Teacher and Student Agency: Insights from a Literature Review","year":2024,"lang":"en","type":"review","venue":"Palgrave studies in creativity and culture","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal","funders":"","keywords":"Agency (philosophy); Mathematics education; Pedagogy; Psychology; Sociology; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006102598,0.0005344354,0.001762843,0.0001087422,0.0003942279,0.0001864421,0.0002565369,0.0003821678,0.00003618327],"category_scores_gemma":[0.000713968,0.0003361976,0.0002189187,0.0007245967,0.0006416216,0.0000843309,0.0003440285,0.00109967,0.000012132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635697,"about_ca_system_score_gemma":0.0001096306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001873772,"about_ca_topic_score_gemma":0.003029536,"domain_scores_codex":[0.9968812,0.001277612,0.0004434913,0.0007421182,0.0003498854,0.0003056999],"domain_scores_gemma":[0.999015,0.0003425934,0.0001844803,0.0002404735,0.0001039917,0.0001134525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001070607,0.00004138633,0.0001401198,0.04126094,0.0007315452,0.00003366938,0.7325431,1.749828e-9,2.010391e-8,0.001749302,0.01277396,0.2107249],"study_design_scores_gemma":[0.00005701235,0.00001420426,0.0001533783,0.1329651,0.001230865,0.000002218983,0.08332186,3.681632e-8,7.776507e-9,0.003787793,0.7781561,0.0003113649],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001566583,0.9885639,3.585717e-7,0.003079912,0.0004157617,0.001053899,0.00004048932,0.00006499771,0.00676503],"genre_scores_gemma":[0.0004324699,0.9941599,0.00005481064,0.0001988898,0.0006523493,0.0003991459,0.00003837699,0.00002328417,0.004040776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7653822,"threshold_uncertainty_score":0.999909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2492395412883841,"score_gpt":0.5065107787885065,"score_spread":0.2572712375001224,"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."}}