{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001285681,0.00009564732,0.0001224749,0.0003933266,0.0003245491,0.000199749,0.0002678763,0.00009226549,0.0001103191],"category_scores_gemma":[0.001412092,0.00009729487,0.00006082671,0.0003103489,0.00009029295,0.0004985572,0.00004460522,0.0002635437,0.00007672035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002856286,"about_ca_system_score_gemma":0.004394074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000107787,"about_ca_topic_score_gemma":0.00004513057,"domain_scores_codex":[0.9982949,0.0001747132,0.0004531078,0.0001350226,0.0007701847,0.000171993],"domain_scores_gemma":[0.9978126,0.0001974268,0.0004753037,0.00004586039,0.001277377,0.0001914902],"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":[0.00005211946,0.0006178441,0.2033951,0.00002721121,0.0001425223,0.00000502685,0.1903957,0.00003483733,0.0003575321,0.02382178,0.02802886,0.5531215],"study_design_scores_gemma":[0.000323208,0.00003343381,0.232627,0.0004874045,0.0000219584,0.00005552969,0.1023195,0.00006089873,0.00008865421,0.003012606,0.6607345,0.0002353422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681681,0.0002769133,0.00005385129,0.01021163,0.01542016,0.000131994,6.794674e-7,0.00004720163,0.005689458],"genre_scores_gemma":[0.9553782,0.0005267196,0.001254109,0.0005832671,0.002213256,0.00001772124,0.00004364306,0.00001407063,0.03996898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6327056,"threshold_uncertainty_score":0.7794898,"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."}}