{"id":"W1767013422","doi":"10.3968/j.hess.1927024020140601.3001","title":"Assessing Professionalism in Teaching: The Secondary Education Perspective in Cross River State, Nigeria","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"African Education and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stratified sampling; Enforcement; Test (biology); Perspective (graphical); Mathematics education; Psychology; Medical education; Sample (material); State (computer science); Medicine; Political science; Mathematics; Statistics; Law","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":[0.002605599,0.00008349174,0.0001146647,0.0002125489,0.001057637,0.0001947047,0.000470929,0.00006497377,0.0002807899],"category_scores_gemma":[0.0004869879,0.0000727889,0.00003029305,0.001014895,0.002058313,0.0009357216,0.00004074681,0.0002859051,0.00001154871],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009152557,"about_ca_system_score_gemma":0.009662379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007411239,"about_ca_topic_score_gemma":0.0002129035,"domain_scores_codex":[0.9981038,0.0005693898,0.0002640087,0.0002496401,0.0004955755,0.0003176157],"domain_scores_gemma":[0.9989198,0.0002037832,0.00022327,0.0001346116,0.0004393451,0.00007923134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001819624,0.0002710925,0.03910485,0.000004845439,6.535851e-7,1.406855e-8,0.2363666,8.709735e-7,0.00009289839,0.7187523,0.0008541535,0.004549916],"study_design_scores_gemma":[0.00006389119,0.000004309028,0.7669211,0.00002148288,9.547749e-7,8.968154e-8,0.1047405,0.000001139823,0.0000201681,0.04727821,0.08086977,0.00007844091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6172664,0.00005233467,0.00000536618,0.005604079,0.001822831,0.0001770936,0.000001192276,0.00001146261,0.3750592],"genre_scores_gemma":[0.9810792,0.000003139157,0.0002150036,0.001226171,0.0004366419,0.0000410997,0.000002428951,0.00000606949,0.0169902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7278162,"threshold_uncertainty_score":0.9991985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272207487142749,"score_gpt":0.4490765477976916,"score_spread":0.4163544729262642,"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."}}