{"id":"W4410432240","doi":"10.1287/mnsc.2023.00309","title":"Uncertain Search with Knowledge Transfer","year":2025,"lang":"en","type":"article","venue":"Management Science","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Knowledge transfer; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009202958,0.00008256434,0.00006933184,0.0004638226,0.0003638001,0.0004154741,0.001707308,0.00001224692,0.00002503503],"category_scores_gemma":[0.000005558782,0.00006323599,0.00001678659,0.0037762,0.0003053471,0.0005994783,0.0004184397,0.0000763565,0.00007768714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007018098,"about_ca_system_score_gemma":0.0001387993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006642374,"about_ca_topic_score_gemma":0.000007041793,"domain_scores_codex":[0.9985539,0.00003623285,0.0001045695,0.0004738551,0.0004517937,0.0003796253],"domain_scores_gemma":[0.9992741,0.00002197203,0.000006047306,0.0005074179,0.0001072786,0.00008314808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003040094,0.00006352532,0.0002882223,0.00003923148,0.000007484814,0.000007790276,0.0004214613,0.005563089,0.000102392,0.9496672,0.0005938241,0.04324272],"study_design_scores_gemma":[0.001298302,0.0001785706,0.00786835,0.0001652645,0.0000102533,0.000002879265,0.0003718051,0.9231503,0.003745568,0.004825691,0.05796972,0.0004133027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007678903,0.00002089691,0.7407649,0.001843074,0.00008810454,0.0002413841,1.465262e-7,0.0001033787,0.2561702],"genre_scores_gemma":[0.8989691,0.00003317157,0.07299017,0.000813051,0.00000672537,0.00004297081,5.301746e-7,0.000003923758,0.02714033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9448415,"threshold_uncertainty_score":0.4006427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096666617279914,"score_gpt":0.298742031603111,"score_spread":0.2777753654303118,"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."}}