{"id":"W4386503032","doi":"10.19173/irrodl.v24i3.7053","title":"University Educators’ Experience of Personal Learning Networks to Enhance Their Professional Knowledge","year":2023,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connectivism; Professional development; Social media; Pedagogy; Professional learning community; Educational technology; Faculty development; Sociology; Computer-mediated communication; Psychology; Learning theory; The Internet; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004554866,0.00024121,0.0002420071,0.0008027163,0.005368037,0.006461493,0.0006103506,0.0009991389,0.003997745],"category_scores_gemma":[0.008704987,0.0002060982,0.000189906,0.0005532741,0.004126146,0.004965644,0.006988978,0.001750047,0.0004854035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002189275,"about_ca_system_score_gemma":0.002454492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002016595,"about_ca_topic_score_gemma":0.005585111,"domain_scores_codex":[0.9958599,0.002746486,0.00008239104,0.0002055658,0.0005025746,0.0006031212],"domain_scores_gemma":[0.9932709,0.003382913,0.0005850623,0.0003229154,0.0005101325,0.001928084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006542312,0.0002574273,0.01746289,0.0001964219,0.00001296567,0.001237938,0.8477184,0.0001620463,0.001016388,0.01861603,0.006505778,0.1067484],"study_design_scores_gemma":[0.00001444507,0.0001624815,0.007599655,0.0002836757,0.0000178623,0.001184443,0.7799972,0.0002825365,0.0008842247,0.002936654,0.2066071,0.00002980953],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178405,0.001831583,0.00267721,0.005639329,0.0002125628,0.00002990364,0.0000189554,0.00006251289,0.07168732],"genre_scores_gemma":[0.9930227,0.0005984849,0.000533096,0.000418055,0.00002607977,0.00001286244,0.0000066554,0.00001153805,0.005370546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006461493,"threshold_uncertainty_score":0.02408874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340069077193722,"score_gpt":0.5449935568918751,"score_spread":0.4109866491725029,"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."}}