{"id":"W2743167369","doi":"10.56105/cjsae.v29i2.5390","title":"The Role of Higher Education in Promoting Lifelong Learning by J. Yang, C. Schneller, and S. Roche (Eds)","year":2017,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Lifelong learning; Pedagogy; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001579552,0.00007669441,0.0001036024,0.00009071914,0.004664963,0.0004193046,0.0005018792,0.00005017838,0.00004022156],"category_scores_gemma":[0.003055836,0.00005817797,0.0000290283,0.0001195419,0.0002394592,0.0004305542,0.00001259343,0.0003106739,0.00000159156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278571,"about_ca_system_score_gemma":0.004299081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1287286,"about_ca_topic_score_gemma":0.128438,"domain_scores_codex":[0.9988563,0.0003185025,0.0002817788,0.0001234803,0.0001937558,0.0002261922],"domain_scores_gemma":[0.9977986,0.0004451985,0.0008110645,0.000207337,0.0005490326,0.0001887306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001417035,0.0002128114,0.6093299,0.00001266867,0.00004291041,5.476321e-8,0.1606432,0.00001743167,0.00006779719,0.002110892,0.004103174,0.223445],"study_design_scores_gemma":[0.0002102794,0.0001013919,0.2584448,0.00009263553,0.00004154195,0.000001710469,0.2752948,0.00001675206,0.0000438811,0.001005801,0.4646595,0.0000869148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975983,0.003848918,0.000001303293,0.01529567,0.001760914,0.0005905922,9.314343e-7,0.000003427011,0.002515201],"genre_scores_gemma":[0.9894427,0.0002575363,0.00005542346,0.00004077323,0.0004354877,0.00005204117,0.000001394722,0.00001149384,0.00970315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4605563,"threshold_uncertainty_score":0.9966308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455326698957905,"score_gpt":0.3592701729315334,"score_spread":0.3447169059419544,"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."}}