{"id":"W2143069798","doi":"10.1177/0165551509357861","title":"‘Structuring spontaneity’: investigating the impact of management practices on the success of virtual communities of practice","year":2010,"lang":"en","type":"article","venue":"Journal of Information Science","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Structuring; Knowledge management; Multidisciplinary approach; Action (physics); Order (exchange); Community of practice; Public relations; Business; Sociology; Psychology; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0110797,0.00005999484,0.0001229214,0.0002917727,0.0005673778,0.0002044132,0.00128162,0.00002225232,0.00004422745],"category_scores_gemma":[0.005248053,0.00003178673,0.00006945312,0.000797182,0.001158247,0.005905333,0.0001743605,0.0003157002,0.000001503717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004645303,"about_ca_system_score_gemma":0.0002601272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008765135,"about_ca_topic_score_gemma":0.0001882968,"domain_scores_codex":[0.9979631,0.0001729125,0.0006087411,0.00002925239,0.001093642,0.0001322948],"domain_scores_gemma":[0.9937978,0.001227379,0.003785394,0.0002060281,0.0009402249,0.00004316903],"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":[0.0001362364,0.0001011103,0.03320019,0.0001079689,0.0001469596,0.000001448385,0.3869372,0.005371467,0.003051256,0.5432089,0.0002693735,0.02746791],"study_design_scores_gemma":[0.0005895228,0.0005144608,0.2423586,0.0004620994,0.0001063264,0.00002910307,0.7325438,0.004511883,0.01098277,0.002506804,0.005196217,0.0001983889],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116938,0.000004677927,0.0000956135,0.0007382022,0.0002252163,0.0001240884,0.000001089143,0.000002689836,0.08711461],"genre_scores_gemma":[0.9990624,0.00004545406,0.0007711133,0.00005835642,0.00004020732,7.663344e-7,1.4763e-7,0.000001333868,0.00002019767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5407021,"threshold_uncertainty_score":0.6282789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04524798784421278,"score_gpt":0.3792674936228411,"score_spread":0.3340195057786283,"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."}}