{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002746025,0.001219308,0.002264026,0.001123547,0.001080767,0.003115309,0.002596911,0.004407852,0.0111555],"category_scores_gemma":[0.0156666,0.0009598493,0.001721588,0.001698813,0.00252581,0.004802179,0.002599504,0.002754768,0.0007844054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00310169,"about_ca_system_score_gemma":0.001783912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00870856,"about_ca_topic_score_gemma":0.00449367,"domain_scores_codex":[0.9976081,0.001159044,0.00008957845,0.0005393976,0.0002944237,0.0003094767],"domain_scores_gemma":[0.9914008,0.006867408,0.0006860957,0.0003824091,0.0002747967,0.0003885042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002036437,0.00009796805,0.0009694343,0.0001896435,0.0001244291,0.0003160258,0.0001786323,0.6122896,0.0003145447,0.3688134,0.001780194,0.01472255],"study_design_scores_gemma":[0.00007676968,0.00005899218,0.0002514407,0.0000275699,0.00003312256,0.00004945484,0.00004519379,0.6815423,0.0001256073,0.3160114,0.001750094,0.00002797534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1152833,0.002790987,0.8268855,0.006254404,0.0002417732,0.0002109183,0.0008232764,0.0002547615,0.04725517],"genre_scores_gemma":[0.8975241,0.001380101,0.07851929,0.0005460341,0.0002391211,0.0004445704,0.0003587222,0.00007898805,0.02090907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0111555,"threshold_uncertainty_score":0.03731894,"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."}}