{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003530847,0.0001115343,0.0001083531,0.0003922821,0.001848142,0.0003686259,0.0009721656,0.0000253957,0.00006586509],"category_scores_gemma":[0.00009412832,0.0001128016,0.00004970438,0.002007084,0.0007916028,0.0006718243,0.0004900541,0.0000765295,0.0006835542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004496356,"about_ca_system_score_gemma":0.00007991132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001937469,"about_ca_topic_score_gemma":0.0002510958,"domain_scores_codex":[0.9981636,0.00006899575,0.0001294828,0.0004568667,0.00056755,0.0006135356],"domain_scores_gemma":[0.9994313,0.00004139059,0.00004151215,0.0002755256,0.0000674906,0.0001427481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004487145,0.0001011086,0.003488966,0.00006108864,0.00001127777,0.00001423682,0.006652439,0.0003257395,0.0001482123,0.9661005,0.0001023038,0.02298963],"study_design_scores_gemma":[0.003538948,0.0001315795,0.2585097,0.0008180924,0.0001371766,0.000001456557,0.02987542,0.0005110924,0.003420819,0.1303319,0.57103,0.001693817],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1277825,0.00008098409,0.009314255,0.0002417065,0.0007402373,0.0004387524,1.456061e-7,0.0002223025,0.8611791],"genre_scores_gemma":[0.9925106,0.00003069227,0.0008166609,0.00005341876,0.0001234217,0.00003290648,3.538354e-7,0.000008108851,0.006423804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8647281,"threshold_uncertainty_score":0.9994513,"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."}}