{"id":"W2002438818","doi":"10.4018/joeuc.2011040103","title":"In or Out","year":2011,"lang":"en","type":"article","venue":"Journal of Organizational and End User Computing","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Acadia University","funders":"","keywords":"Knowledge management; Reuse; Work (physics); Competitive advantage; Knowledge value chain; Computer science; Business; Test (biology); Organizational learning; Marketing; Engineering","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":[0.0004190036,0.00003263684,0.0000708591,0.00008541158,0.00012133,0.00003063957,0.00009019264,0.00001973282,0.000531606],"category_scores_gemma":[0.0001500863,0.00002554671,0.00001148311,0.0001795933,0.00002652798,0.000191197,0.00004415986,0.00006093242,0.000006765363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001924286,"about_ca_system_score_gemma":0.0000530548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002829686,"about_ca_topic_score_gemma":0.0001631888,"domain_scores_codex":[0.9995437,0.00003052684,0.0001691747,0.00004277091,0.0001295449,0.00008422817],"domain_scores_gemma":[0.9997074,0.00004519178,0.000088123,0.0000163688,0.0001042443,0.00003866782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002809181,0.00009465874,0.8322091,0.00001694735,0.00003047145,0.00007507852,0.09097677,0.0000219881,0.00004592636,0.07050839,0.001635049,0.004357513],"study_design_scores_gemma":[0.001751831,0.0001458426,0.868187,0.0002405973,0.00004794852,0.00004415963,0.01902201,0.0008853061,0.0002870534,0.01848949,0.09049451,0.0004042667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503458,0.000130745,0.00316493,0.0005441885,0.0006827273,0.00004273447,1.93668e-7,0.0000106916,0.04507795],"genre_scores_gemma":[0.9960296,0.00003152647,0.00190197,0.0001053424,0.0003868818,2.577224e-8,1.370044e-7,0.000003707882,0.001540847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08885947,"threshold_uncertainty_score":0.5820712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06497695728723071,"score_gpt":0.2995766427096894,"score_spread":0.2345996854224587,"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."}}