{"id":"W2226944931","doi":"","title":"Teacher Change in Bangladesh: A Study of Teachers Adapting and Implementing Active Learning into their Practice","year":2012,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001231717,0.0001574462,0.0002492706,0.00004461638,0.000315293,0.00002571759,0.0001343926,0.00004882533,0.00004691036],"category_scores_gemma":[0.00008926723,0.0001591647,0.00001437845,0.0001074333,0.00004610849,0.0004822716,0.00006691382,0.0003444241,1.080476e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002908159,"about_ca_system_score_gemma":0.001596037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09360252,"about_ca_topic_score_gemma":0.5311565,"domain_scores_codex":[0.997695,0.0003885849,0.0003122731,0.0002092746,0.001087167,0.0003077577],"domain_scores_gemma":[0.9988196,0.0006017446,0.0003125399,0.00007027468,0.000002286739,0.0001935927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002583135,0.000226185,0.1830088,0.0002270198,0.0001468569,0.000009354735,0.6698211,7.640754e-7,0.0004059603,0.01555268,0.00003594596,0.1303071],"study_design_scores_gemma":[0.0002029173,0.00004932273,0.08675902,0.0001944507,0.00002761422,2.508836e-7,0.8912324,0.0000140166,0.0004958359,0.0002168305,0.02064069,0.0001666883],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8330934,0.0004527861,9.14223e-7,0.001778166,0.0001648527,0.0003683109,0.0000056821,0.000006240646,0.1641297],"genre_scores_gemma":[0.9947911,0.0001439669,0.0002643889,0.0002564079,0.00008752422,0.00002857703,0.00001978636,0.00001681379,0.00439143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.437554,"threshold_uncertainty_score":0.9124333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445132545783293,"score_gpt":0.2586317231165435,"score_spread":0.2441803976587106,"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."}}