{"id":"W4308007790","doi":"10.33422/ejte.v4i4.867","title":"Prospects for Adult Learning and Global Change: A Canadian Perspective with Recommendations for Professional Practice","year":2022,"lang":"en","type":"article","venue":"European Journal of Teaching and Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Adult education; Lifelong learning; Influencer marketing; Commit; Professional development; Pedagogy; Relevance (law); Perspective (graphical); Engineering ethics; Globalization; Professional learning community; Adult Learning; Public relations; Psychology; Medical education; Sociology; Political science; Medicine; Management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003071717,0.00004420338,0.00005182311,0.00006221409,0.002746978,0.00009433333,0.00005407538,0.000006327946,0.00001900712],"category_scores_gemma":[0.00163766,0.00004027075,0.00001568332,0.0000661108,0.00002203948,0.0003440591,0.00001156184,0.0002882434,2.745008e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003753573,"about_ca_system_score_gemma":0.0008624881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210317,"about_ca_topic_score_gemma":0.002040627,"domain_scores_codex":[0.9985922,0.0009779398,0.0001112882,0.00008979056,0.0001164122,0.000112351],"domain_scores_gemma":[0.9989884,0.0001895684,0.0002430134,0.00002471531,0.0004172559,0.0001369972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002701576,0.0005059038,0.01251498,0.00002861556,0.00009940305,0.000002434057,0.4457649,0.00001381159,0.00000429598,0.2419719,0.09113901,0.2076846],"study_design_scores_gemma":[0.000205468,0.0002644559,0.004208302,0.00002724852,0.00003113113,0.00002625487,0.3054967,0.000006611122,7.552318e-8,0.000491005,0.6891967,0.00004601611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1781976,0.001167864,0.001471146,0.756974,0.003896428,0.001411709,0.00003635213,0.00002782063,0.05681705],"genre_scores_gemma":[0.980442,0.00006736808,0.01521898,0.001515317,0.0007348024,0.00005818144,0.000009671787,0.000008850971,0.001944794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8022444,"threshold_uncertainty_score":0.9985513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560023323816225,"score_gpt":0.4009491336060813,"score_spread":0.3553489003679191,"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."}}