{"id":"W2014620128","doi":"10.1287/mnsc.1030.0192","title":"Knowledge Sourcing Effectiveness","year":2004,"lang":"en","type":"article","venue":"Management Science","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":425,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Knowledge management; Quality (philosophy); Business; Organizational learning; Knowledge value chain; Survey data collection; Psychological intervention; Computer science; Marketing; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02818911,0.0006944563,0.001014624,0.005621561,0.001802102,0.008231398,0.001427957,0.002099986,0.01875868],"category_scores_gemma":[0.1115697,0.0002186811,0.001098737,0.004377506,0.00145815,0.007068502,0.004708408,0.001260395,0.003520145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017646,"about_ca_system_score_gemma":0.003062417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346545,"about_ca_topic_score_gemma":0.000772395,"domain_scores_codex":[0.980637,0.007032365,0.001587976,0.00168441,0.007953104,0.001105099],"domain_scores_gemma":[0.8242459,0.1332394,0.009902851,0.01245977,0.01380107,0.006351054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001756494,0.002124702,0.1700309,0.002517109,0.0006972916,0.0005625008,0.02469876,0.001818076,0.006288191,0.01565889,0.009466175,0.7643809],"study_design_scores_gemma":[0.0006643564,0.005070976,0.6814783,0.003682275,0.001399602,0.002499967,0.06626011,0.008526731,0.02552087,0.05279502,0.1516906,0.0004113012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7606937,0.00494862,0.0046464,0.002518141,0.0002598587,0.0005549853,0.001280865,0.0003068552,0.2247906],"genre_scores_gemma":[0.9810084,0.00134128,0.003024009,0.0004872912,0.0001355361,0.0002159294,0.0007046036,0.0001019495,0.01298103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02818911,"threshold_uncertainty_score":0.14908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736757304275027,"score_gpt":0.3348946836552948,"score_spread":0.3075271106125445,"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."}}