{"id":"W1989455908","doi":"10.1177/0741713604268894","title":"Perspectives on Authenticity in Teaching","year":2004,"lang":"en","type":"article","venue":"Adult Education Quarterly","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":259,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; St. Francis Xavier University","funders":"","keywords":"Grounded theory; Variety (cybernetics); Context (archaeology); Psychology; Pedagogy; Interpretation (philosophy); Focus group; Focus (optics); Epistemology; Social psychology; Qualitative research; Mathematics education; Sociology; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002585114,0.00007318655,0.00007323185,0.0001242779,0.0002651831,0.00007827918,0.0001467944,0.00005737468,0.00007990954],"category_scores_gemma":[0.0002625415,0.00007783639,0.00003543424,0.0001635305,0.00007103979,0.0002176971,0.00000204683,0.0001770167,0.0001466002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003116636,"about_ca_system_score_gemma":0.0005896449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006550336,"about_ca_topic_score_gemma":0.004337781,"domain_scores_codex":[0.9991675,0.0001171829,0.0001458402,0.0001984699,0.0001844548,0.0001865623],"domain_scores_gemma":[0.9995396,0.00004683141,0.00006342084,0.000148862,0.0001262768,0.00007503698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002533988,0.0003547275,0.001838887,0.000001665217,0.000001572096,1.30331e-7,0.4582375,0.000001106411,0.000005676498,0.4961633,0.0002389247,0.04315392],"study_design_scores_gemma":[0.0003110628,0.0001204174,0.04123673,0.00008501137,0.000004926295,4.37167e-7,0.8838097,0.000002832105,0.00001440295,0.06181562,0.0124246,0.0001742699],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339401,0.00003469544,0.0002263571,0.01595448,0.0008107527,0.0001681389,5.458261e-7,0.00006253755,0.04880246],"genre_scores_gemma":[0.9946959,0.000007649937,0.0006064692,0.000490061,0.0005078625,0.00003830674,0.000003136012,0.000006681656,0.003643912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4343477,"threshold_uncertainty_score":0.9902192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007773100048255168,"score_gpt":0.3243600492968957,"score_spread":0.3165869492486405,"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."}}