{"id":"W2524872597","doi":"10.1002/ace.20136","title":"Editors' Notes","year":2015,"lang":"en","type":"article","venue":"New Directions for Adult and Continuing Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Adult education; Pedagogy; Safeguarding; Sociology; Higher education; Curriculum; Psychology; Political science; Law; 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":[0.0003052942,0.00005106752,0.00005538556,0.00005870941,0.0003301441,0.0001276034,0.00004546762,0.00004283494,0.00004165903],"category_scores_gemma":[0.001375764,0.00005429941,0.00002485704,0.0001451864,0.00003137251,0.0002690231,0.000005794772,0.00005079115,0.00001343509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000716178,"about_ca_system_score_gemma":0.000362391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004745329,"about_ca_topic_score_gemma":0.0009012726,"domain_scores_codex":[0.9995009,0.00004711288,0.00009506101,0.0001249737,0.0001093759,0.0001226322],"domain_scores_gemma":[0.9991319,0.0001374208,0.00005179308,0.00006962565,0.0004249124,0.0001844109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006154621,0.00007357529,0.002360968,0.000003347463,0.000005603961,1.111475e-8,0.0298779,8.78301e-7,0.00001997497,0.0125995,0.3798531,0.5751989],"study_design_scores_gemma":[0.0001535364,0.00001971363,0.001656042,0.0000201924,0.00001996445,3.425191e-7,0.02879019,0.000005537422,0.00004260229,0.002091863,0.9671287,0.00007131388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5703429,0.002491027,0.009702302,0.1200351,0.09419106,0.001992652,0.00001256222,0.0007472074,0.2004852],"genre_scores_gemma":[0.9220221,0.0002582149,0.005294845,0.0003885224,0.01499676,0.0001988918,0.00002110599,0.00001355883,0.05680601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5872756,"threshold_uncertainty_score":0.717355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0339144164230429,"score_gpt":0.355022176065341,"score_spread":0.3211077596422982,"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."}}