{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001936764,0.00003209267,0.0000756333,0.0001366028,0.0001015166,0.00006548644,0.00004490398,0.00003965383,0.00007734051],"category_scores_gemma":[0.0007770881,0.00002940751,0.00001713416,0.0001697628,0.00002552606,0.0002542284,0.000003613168,0.0001752297,0.00001092483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001027294,"about_ca_system_score_gemma":0.001027386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006202694,"about_ca_topic_score_gemma":0.000118583,"domain_scores_codex":[0.9991203,0.0003929715,0.0002063955,0.00004376584,0.0001554778,0.00008112242],"domain_scores_gemma":[0.9993756,0.00005493721,0.0002115203,0.00002868506,0.0001959586,0.0001333086],"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":[0.0000162994,0.0001440564,0.1701773,0.000006554804,0.000005111834,3.320788e-7,0.7776392,0.00008856372,0.00003742447,0.008591363,0.02728574,0.01600813],"study_design_scores_gemma":[0.0001126056,0.00004733036,0.01362913,0.0000303542,0.000002738438,0.000006549647,0.2119285,0.000009094621,0.000002147839,0.0003580364,0.7738387,0.00003487996],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9097353,0.001006983,0.00003285862,0.004974398,0.0008515956,0.00005101147,3.629538e-8,0.000004696066,0.08334307],"genre_scores_gemma":[0.9818006,0.00004551602,0.0003109421,0.00008880118,0.0008194327,0.000002147253,3.399419e-7,0.000002842578,0.01692944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7465529,"threshold_uncertainty_score":0.1822539,"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."}}