{"id":"W2550430348","doi":"","title":"ARE UNDERGRADUATE STUDENTS ADULT LEARNERS","year":2014,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0001449905,0.000139997,0.0001812447,0.0002103071,0.0009913829,0.0001794356,0.000815084,0.00009206776,0.0003868369],"category_scores_gemma":[0.0003033209,0.0001544224,0.00008556351,0.0007375188,0.0004640618,0.001341669,0.0003298454,0.0002327172,0.0004349285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561614,"about_ca_system_score_gemma":0.0002062067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01442701,"about_ca_topic_score_gemma":0.000970129,"domain_scores_codex":[0.9977129,0.0006521904,0.0000818481,0.0003357222,0.000734591,0.0004828121],"domain_scores_gemma":[0.9989108,0.0002357852,0.0001321008,0.000261704,0.0001163996,0.0003432108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001916999,0.00009156826,0.450422,0.00001331435,0.00005307962,0.00001736938,0.004263324,0.000009141996,3.984422e-7,0.05355434,0.4914196,0.0001367575],"study_design_scores_gemma":[0.0003225621,0.00003186919,0.1360689,0.00002900197,0.00001509593,1.343039e-8,0.0301599,8.654778e-7,0.00002608804,0.001162669,0.8319776,0.0002053867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2673297,0.000006701832,0.0001092387,0.6071854,0.0002888592,0.0002843587,0.000008153516,0.0004254101,0.1243622],"genre_scores_gemma":[0.6401507,0.000296305,0.000298298,0.0005144915,0.0001197678,8.854909e-7,0.000004224397,0.0000126942,0.3586026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6066709,"threshold_uncertainty_score":0.992136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247484174981805,"score_gpt":0.2777543348931747,"score_spread":0.2652794931433567,"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."}}