{"id":"W2135693950","doi":"10.1111/j.1540-5885.2011.00836.x","title":"Communities of Practice versus Organizational Climate: Which One Matters More to Dispersed Collaboration in the Front End of Innovation?<sup>*</sup>","year":2011,"lang":"en","type":"article","venue":"Journal of Product Innovation Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Tacit knowledge; Knowledge management; Business; Knowledge sharing; Front office; Closeness; Front (military); Organizational learning; Knowledge transfer; Competitive advantage; Marketing; Computer 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":[0.003929686,0.0001961041,0.0003058138,0.00224479,0.0001404971,0.0001274135,0.0005599839,0.00004246156,0.0002829494],"category_scores_gemma":[0.0006910327,0.0001573001,0.00002767063,0.01163309,0.00006578497,0.00140954,0.0002324886,0.0002153039,0.00002669497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207355,"about_ca_system_score_gemma":0.00006096265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005914592,"about_ca_topic_score_gemma":0.00008095265,"domain_scores_codex":[0.9967838,0.00007946429,0.001853532,0.0001696131,0.000906619,0.0002069519],"domain_scores_gemma":[0.9893031,0.00007216292,0.002178301,0.0003690908,0.008071357,0.000006061812],"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":[0.0009872537,0.001140509,0.00520824,0.0006439708,0.0002840458,0.000005327518,0.007902755,0.0008867533,0.0006642196,0.9709089,0.008592405,0.002775597],"study_design_scores_gemma":[0.01317274,0.0008309023,0.1514509,0.001448252,0.001235673,0.0000144461,0.5337394,0.002779407,0.00391821,0.009384864,0.2804364,0.001588886],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7520558,0.00005795294,0.004950243,0.07217668,0.001806312,0.003323904,0.00002751133,0.00006482797,0.1655368],"genre_scores_gemma":[0.985761,0.0000178694,0.008120212,0.00544602,0.000374328,0.00002529124,0.0001630661,0.00001972554,0.00007250427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9615241,"threshold_uncertainty_score":0.6414513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781607071622212,"score_gpt":0.2805308692869644,"score_spread":0.2427147985707422,"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."}}