{"id":"W2101657596","doi":"10.1109/hicss.2008.199","title":"Individual Learning and Performance in Communities of Practice","year":2008,"lang":"en","type":"article","venue":"","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Knowledge management; Computer science; Applied psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002437891,0.00004395226,0.00006450226,0.0001230136,0.0001169491,0.00002507322,0.00005418464,0.00002214696,0.0001234566],"category_scores_gemma":[0.0002029205,0.00004167439,0.000005734414,0.0002124068,0.00006127218,0.0006739596,0.00005249466,0.0001537196,0.00002833199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002809919,"about_ca_system_score_gemma":0.000008039575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003275069,"about_ca_topic_score_gemma":0.00002964885,"domain_scores_codex":[0.9996665,0.00001508324,0.00009399932,0.00004242547,0.0001088672,0.00007309818],"domain_scores_gemma":[0.9997189,0.0001087874,0.000070829,0.00003465065,0.00006444228,0.00000241121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000104386,0.00002165983,0.995141,0.00004521888,0.0000041593,0.000001210871,0.001193669,0.0002293957,0.000005295671,0.002731594,0.00007154741,0.0005447906],"study_design_scores_gemma":[0.0002853945,0.00001564178,0.9478565,0.00003166937,0.000009034286,0.00001051992,0.01349474,0.001454135,0.00001793105,0.00001917058,0.03671828,0.00008699139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527019,0.00004902808,0.00001682885,0.0005714598,0.0000170524,0.00002526971,5.691663e-8,0.00003049745,0.04658795],"genre_scores_gemma":[0.9985714,0.00003741924,0.0002413496,0.0004976448,0.00007742068,7.26972e-7,0.000008852846,0.000006772876,0.0005584039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04728452,"threshold_uncertainty_score":0.1699432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779473996553285,"score_gpt":0.2314496641776563,"score_spread":0.1936549242121235,"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."}}