{"id":"W4388223477","doi":"10.1080/02601370.2023.2267770","title":"Continuing professional development as lifelong learning and education","year":2023,"lang":"en","type":"article","venue":"International Journal of Lifelong Education","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Continuing professional development; Professional development; Continuing education; Pedagogy; Perspective (graphical); Public relations; Adult education; Sociology; Higher education; Focus group; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01169706,0.0004493525,0.00055549,0.001933674,0.004511549,0.01600618,0.001662385,0.00605948,0.008763761],"category_scores_gemma":[0.02309291,0.0002103192,0.0002846558,0.003640266,0.02086632,0.007630874,0.009012465,0.006579732,0.002399817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01284807,"about_ca_system_score_gemma":0.03602516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105406,"about_ca_topic_score_gemma":0.0157296,"domain_scores_codex":[0.9780673,0.0117934,0.001305486,0.001757341,0.005346277,0.00173019],"domain_scores_gemma":[0.9726773,0.01022581,0.002733416,0.003116582,0.004401228,0.006845734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002133376,0.000111457,0.001090378,0.0008115365,0.000007886104,0.000310879,0.03628483,0.0001975529,0.0003456086,0.6690589,0.0707131,0.2210467],"study_design_scores_gemma":[0.000008683986,0.00005300814,0.001633096,0.001272576,0.000003275101,0.0005157727,0.007870208,0.0001152999,0.00008347602,0.0543659,0.9340567,0.00002203281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0164012,0.0780808,0.01799643,0.1474209,0.008343076,0.001140296,0.0002521904,0.0002272747,0.7301379],"genre_scores_gemma":[0.6220779,0.06468822,0.05124532,0.0423079,0.003927573,0.00222563,0.0005247343,0.0001909239,0.2128118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01600618,"threshold_uncertainty_score":0.0932197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137604794313782,"score_gpt":0.394725235805897,"score_spread":0.3809647563745188,"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."}}