{"id":"W2106378324","doi":"10.5539/jel.v4n4p119","title":"Headteacher Preparation in Mzuzu, Malawi, Africa","year":2015,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certificate; Service (business); Psychology; Medical education; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007234456,0.0001522183,0.000200692,0.0004957046,0.005888305,0.001326191,0.000510228,0.0004912124,0.004015917],"category_scores_gemma":[0.001813694,0.0003011088,0.00008816872,0.0007398929,0.001979702,0.0006631245,0.002190539,0.0008380477,0.0003184358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002429008,"about_ca_system_score_gemma":0.004685394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04848146,"about_ca_topic_score_gemma":0.1705815,"domain_scores_codex":[0.9993634,0.0001962274,0.00002125106,0.00002748144,0.00003495284,0.0003568483],"domain_scores_gemma":[0.9990368,0.0001799791,0.0002126375,0.00002940651,0.0001007579,0.000440529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001328554,0.0002250358,0.4616665,0.0005117299,0.00001050028,0.006286209,0.4858193,0.00008755201,0.004683433,0.001976102,0.002862016,0.03573885],"study_design_scores_gemma":[0.000005790422,0.0002230304,0.2775812,0.0001931727,0.000006233616,0.0008177325,0.7095728,0.00003830749,0.0004837968,0.000085173,0.01098128,0.00001144473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981565,0.000179139,0.00003611481,0.0005452831,0.000006196413,0.00003236978,0.00002562573,0.000001882015,0.00101688],"genre_scores_gemma":[0.9965545,0.0006214919,0.0001424604,0.0002509223,0.000005333018,0.00004185753,0.00003218505,0.000001819597,0.002349494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04848146,"threshold_uncertainty_score":0.09639853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09836036981621855,"score_gpt":0.4393917334529778,"score_spread":0.3410313636367593,"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."}}