{"id":"W136413359","doi":"10.17705/1cais.01803","title":"Developments in Practice XXII: Expertise Location and Management: Hope or Hype?","year":2006,"lang":"en","type":"article","venue":"Communications of the Association for Information Systems","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Variety (cybernetics); Value (mathematics); Implementation; Knowledge management; Public relations; Computer science; Business; Political science; Artificial intelligence","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":[0.01526921,0.000465976,0.0003935345,0.001503377,0.008278701,0.01988541,0.001646587,0.007100122,0.01508208],"category_scores_gemma":[0.02233223,0.0005211542,0.0005060739,0.002577932,0.03631954,0.02467878,0.01423206,0.009191818,0.004603704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01131795,"about_ca_system_score_gemma":0.01592275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004685935,"about_ca_topic_score_gemma":0.005096965,"domain_scores_codex":[0.9766784,0.01625766,0.000870508,0.001749781,0.002950898,0.001492684],"domain_scores_gemma":[0.9831122,0.008340739,0.001264427,0.001707883,0.002253705,0.003321075],"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":[0.00001448324,0.00007046536,0.001075067,0.0002792576,0.000005927577,0.0003300591,0.03454201,0.0001502636,0.0002300517,0.8154218,0.0597924,0.08808829],"study_design_scores_gemma":[0.0000127789,0.00005412782,0.001197112,0.001243756,0.000004558443,0.0002944913,0.04135441,0.0002821433,0.00029127,0.1519427,0.8033007,0.00002187039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01571096,0.01928862,0.02090669,0.5395283,0.003495679,0.00009969608,0.00004420541,0.0002364997,0.4006894],"genre_scores_gemma":[0.7280244,0.03530811,0.04934831,0.05050431,0.003009319,0.0004841808,0.000126236,0.0004362162,0.1327589],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01988541,"threshold_uncertainty_score":0.08211786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352582061693749,"score_gpt":0.2788097091780344,"score_spread":0.255283888561097,"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."}}