{"id":"W1586049011","doi":"10.22230/cjc.2005v30n3a1604","title":"Virtual Communities of Practice: Explaining Different Effects in Two Organizational Contexts","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Telecommuting; Knowledge management; Psychology; Community of practice; Public relations; Work (physics); Social psychology; Virtual community; Political science; Computer science; Pedagogy; Engineering","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":[0.001138297,0.00005492254,0.0001395872,0.0002929952,0.0003154718,0.00006283844,0.000539895,0.00002923774,0.0001140462],"category_scores_gemma":[0.0007802767,0.00005776329,0.00002903538,0.0002100137,0.0001621145,0.0005096936,0.0000350579,0.0002201197,0.000004422577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000267764,"about_ca_system_score_gemma":0.0004124893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01040025,"about_ca_topic_score_gemma":0.5906919,"domain_scores_codex":[0.998724,0.0006297028,0.000312361,0.00002881513,0.0001697264,0.0001354052],"domain_scores_gemma":[0.9983205,0.0007481017,0.0002943721,0.0001772166,0.0003337486,0.0001260992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002605983,0.0001080954,0.1660451,0.00001370553,0.00006653012,0.000006381311,0.269764,0.0008275268,0.0000602848,0.517859,0.0007315932,0.04449172],"study_design_scores_gemma":[0.006990794,0.0004169581,0.3189381,0.002655593,0.0002193894,0.00002635109,0.3877796,0.002823182,0.0007780963,0.01365505,0.2648619,0.0008549985],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94192,0.001868056,0.000520565,0.003947891,0.0001719841,0.0001552753,0.000001417927,0.000006193773,0.05140866],"genre_scores_gemma":[0.9988638,0.0001960234,0.0005725572,0.0001286315,0.00008115906,0.000001640517,0.000005644201,0.000006336765,0.0001442072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5802916,"threshold_uncertainty_score":0.9961896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206013986076708,"score_gpt":0.3171636271219493,"score_spread":0.2951034872611822,"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."}}