{"id":"W4379057447","doi":"10.21083/ajote.v12i1.7264","title":"Pre-service Teachers’ Preparedness to Teach during Teaching Practice in Tanzania","year":2023,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tanzania; Preparedness; Classroom management; General partnership; Teacher education; Medical education; Focus group; Data collection; Psychology; Mathematics education; Pedagogy; Medicine; Sociology; Political science","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":[0.003875953,0.0001620804,0.0002867552,0.0008656749,0.0004714466,0.00009760338,0.000659163,0.0001321544,0.00004600497],"category_scores_gemma":[0.008147993,0.0001693105,0.00006417171,0.002058205,0.0000877658,0.0008902792,0.0001013985,0.0007879876,0.00008393903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444347,"about_ca_system_score_gemma":0.001721187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002237264,"about_ca_topic_score_gemma":0.001262589,"domain_scores_codex":[0.9973604,0.0006982937,0.0006216337,0.0002864863,0.0005701595,0.0004630314],"domain_scores_gemma":[0.9980094,0.0003874591,0.0006120834,0.0002926039,0.0004911291,0.0002072596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005529243,0.0005581254,0.02600218,0.00001442937,0.00004753039,0.000004638266,0.8931947,0.0001188205,0.002118904,0.0007170946,0.02526579,0.05190248],"study_design_scores_gemma":[0.0001867186,0.00004924647,0.1878854,0.0001093362,0.00003536122,0.00001747005,0.6247823,0.000002074841,0.00009554122,0.0004752026,0.1861835,0.0001778425],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485935,0.0002552163,0.00005506905,0.03599386,0.001179635,0.000338761,9.135577e-7,0.0002647269,0.01331835],"genre_scores_gemma":[0.9888152,0.00006387491,0.003502897,0.0003704982,0.0006971302,0.0000811409,0.000001604843,0.00002773036,0.00643989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2684124,"threshold_uncertainty_score":0.9754497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281697524181935,"score_gpt":0.381947928057299,"score_spread":0.3591309528154797,"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."}}