{"id":"W1954045813","doi":"10.21083/ajote.v1i1.1585","title":"Academic and Social Challenges Facing Students with Developmental and Learning Disabilities in Higher Institutions: Implications to African colleges and universities","year":2011,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Higher education; Learning disability; Pedagogy; Psychology; Mathematics education; Political science; Public relations; Medical education; Developmental psychology; 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":[0.0007437227,0.00008394029,0.0001421535,0.0002681423,0.0006199518,0.00004820594,0.0001335292,0.00004331872,0.0000270741],"category_scores_gemma":[0.0001558712,0.00007563123,0.00001030229,0.0002411461,0.0005479467,0.0003918526,0.00006367937,0.0002760246,6.042479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004103069,"about_ca_system_score_gemma":0.001003015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006975618,"about_ca_topic_score_gemma":0.0006453537,"domain_scores_codex":[0.9989523,0.000270886,0.0001803764,0.0001357567,0.0002872875,0.000173383],"domain_scores_gemma":[0.9994029,0.0001533899,0.000118238,0.00003107461,0.0001649991,0.0001293882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002328435,0.0001044304,0.3761292,0.00001310823,0.00002775735,3.306435e-7,0.6073077,3.996811e-7,0.00002348034,0.01158065,0.00009653452,0.004693071],"study_design_scores_gemma":[0.00009104874,0.00004579329,0.4795787,0.00002719335,0.000009763402,0.00000337439,0.5111395,2.69936e-8,0.000002106706,0.0001606852,0.008889603,0.00005223554],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707752,0.00100079,0.000004500649,0.01474913,0.00005580684,0.0001686033,0.000001332787,0.000008628897,0.01323604],"genre_scores_gemma":[0.9971297,0.0007554066,0.0008374366,0.00003434829,0.00009110823,0.00002546729,3.952429e-7,0.000005417481,0.001120712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1034495,"threshold_uncertainty_score":0.4768231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232103590307185,"score_gpt":0.3977489711025272,"score_spread":0.2745386120718086,"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."}}