{"id":"W2067732054","doi":"10.5539/hes.v4n3p64","title":"Teaching for Democracy in Nigeria: A Paradigm Shift","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rote learning; Democracy; Restructuring; Curriculum; Context (archaeology); Teaching method; Memorization; Government (linguistics); Civics; Critical thinking; Social studies; Corporate governance; Sociology; Pedagogy; Process (computing); Mathematics education; Political science; Politics; Psychology; Cooperative learning; Management; Computer science; Law; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02270239,0.0003265889,0.0005493281,0.001656476,0.01387059,0.01116774,0.001127959,0.002692249,0.001773764],"category_scores_gemma":[0.01067977,0.0004414301,0.0002575601,0.001804354,0.02457233,0.008420977,0.006523297,0.004749089,0.0001887928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01080567,"about_ca_system_score_gemma":0.0170891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003412458,"about_ca_topic_score_gemma":0.007710879,"domain_scores_codex":[0.982231,0.01446194,0.0004949281,0.0007128585,0.001217012,0.0008822988],"domain_scores_gemma":[0.9866356,0.009737543,0.0009842095,0.0005644443,0.001081733,0.0009964636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002516534,0.0001223423,0.003795117,0.000383374,0.000003697184,0.0006777132,0.850527,0.00008557746,0.00092774,0.1212359,0.001258231,0.02095826],"study_design_scores_gemma":[0.000008313194,0.00004016237,0.0009280475,0.0006945049,0.000002921056,0.0004728902,0.9511226,0.0001437177,0.0002935346,0.01107268,0.03520881,0.00001170237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7710166,0.00536872,0.02327049,0.1141611,0.001540841,0.0006375897,0.00006100551,0.00003917313,0.08390447],"genre_scores_gemma":[0.9858153,0.001435977,0.004945242,0.004334169,0.00004927081,0.0002794953,0.000009426393,0.0000204454,0.003110655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02270239,"threshold_uncertainty_score":0.1200631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06007416022369968,"score_gpt":0.4208062866540322,"score_spread":0.3607321264303326,"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."}}