{"id":"W1943584020","doi":"10.1111/j.1467-9310.2008.00535.x","title":"Using R&D portfolio management to deal with dynamic risk","year":2008,"lang":"en","type":"article","venue":"R and D Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Portfolio; Modern portfolio theory; Project portfolio management; Risk management; Variety (cybernetics); Commit; Dynamic capabilities; Contingency theory; Contingency; Risk analysis (engineering); Knowledge management; Computer science; Management science; Economics; Business; Project management; Artificial intelligence; Management; Financial economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003410522,0.000348645,0.0002642654,0.0009328457,0.0006162963,0.0002152037,0.0002572559,0.00004174054,0.0001513341],"category_scores_gemma":[0.00000266205,0.0003079131,0.00005832547,0.001211876,0.00007194509,0.0004045219,0.000647308,0.0001120886,0.0006310475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008727513,"about_ca_system_score_gemma":0.000006074568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059373,"about_ca_topic_score_gemma":0.0001398862,"domain_scores_codex":[0.9980312,0.00001128416,0.0003690125,0.0006134609,0.0004539959,0.0005210657],"domain_scores_gemma":[0.9992234,0.00000706834,0.0001882156,0.0004201797,0.0001171977,0.00004396498],"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":[0.0003472952,0.0004807727,0.02585677,0.001323558,0.0007720693,0.0006824564,0.000240395,0.0007979681,0.00002452985,0.8724022,0.02334562,0.07372637],"study_design_scores_gemma":[0.002067193,0.0000372131,0.05380341,0.0001458131,0.0004230467,0.00002440977,0.00100943,0.00288789,0.000004228144,0.002798894,0.9359159,0.0008825373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1792842,0.00008167792,0.03058831,0.0003780634,0.0002453643,0.001493049,0.00000297753,0.0003303445,0.787596],"genre_scores_gemma":[0.9308478,0.000315404,0.0495481,0.004722023,0.0003163775,0.000132104,0.00004350236,0.00007996928,0.01399467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9125703,"threshold_uncertainty_score":0.9999373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02862520395429907,"score_gpt":0.24910224102504,"score_spread":0.2204770370707409,"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."}}