{"id":"W4323309625","doi":"10.55667/ijede.2022.v37.i2.1273","title":"Virtual Communities of Practice for Faculty and Staff in Higher Education","year":2023,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; SAIT Polytechnic","funders":"","keywords":"Medical education; Pandemic; Virtual learning environment; Coronavirus disease 2019 (COVID-19); Higher education; Online learning; Community of practice; Digital learning; Psychology; Knowledge management; Public relations; Pedagogy; Political science; Computer science; Multimedia; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001259715,0.00006215136,0.0001058293,0.0002681833,0.0001537811,0.00009795949,0.0002246057,0.00004108574,0.0001521157],"category_scores_gemma":[0.001013192,0.00006562474,0.00003990292,0.0002419431,0.00008051803,0.000787301,0.00002083107,0.0002051104,0.000004430503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383557,"about_ca_system_score_gemma":0.0009994293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000625701,"about_ca_topic_score_gemma":0.0002045771,"domain_scores_codex":[0.9987885,0.0002568645,0.0003628244,0.00007112856,0.0004138736,0.000106837],"domain_scores_gemma":[0.9974968,0.0006465394,0.0006050105,0.00005640244,0.001141007,0.00005420698],"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":[0.0003171662,0.001706302,0.03573517,0.00004121464,0.000139564,0.000001184118,0.1620429,0.001367399,0.0001843591,0.663982,0.02820218,0.1062806],"study_design_scores_gemma":[0.0002009317,0.00007942072,0.02702025,0.0001303996,0.00001430667,0.000001834081,0.2609756,0.00001578271,0.000009659051,0.001397382,0.7100965,0.00005794653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393523,0.000466678,0.001081188,0.03675169,0.008667134,0.0002791787,0.00001495743,0.00002585056,0.01336097],"genre_scores_gemma":[0.9890949,0.0007605539,0.001197151,0.0001017344,0.0005808622,0.00002492431,0.00005496927,0.000008439001,0.008176505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6818943,"threshold_uncertainty_score":0.2676099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07584792654786583,"score_gpt":0.430553526248499,"score_spread":0.3547055997006332,"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."}}