{"id":"W4406241823","doi":"10.51594/gjabr.v3i1.69","title":"Integrating Risk Management and Communication Strategies in Technical Research Programs to Secure High-Value Investments","year":2025,"lang":"en","type":"article","venue":"Gulf Journal of Advance Business Research","topic":"Technology Assessment and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Timeline; Context (archaeology); Risk management; Stakeholder; Business; Stakeholder engagement; Process management; Scale (ratio); Risk analysis (engineering); Knowledge management; Computer science; Finance; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002836151,0.0001312996,0.0002408475,0.001749567,0.0001900721,0.0001850497,0.0007058995,0.0001062042,0.000003552876],"category_scores_gemma":[0.0001896322,0.0001180215,0.00002111657,0.00290951,0.0002452157,0.0004910873,0.0006181191,0.001323048,0.000002476551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003675555,"about_ca_system_score_gemma":0.00006904909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008074542,"about_ca_topic_score_gemma":0.0002944729,"domain_scores_codex":[0.9979698,0.0002787383,0.0004533029,0.0001915845,0.000641719,0.0004648223],"domain_scores_gemma":[0.9986935,0.0001818356,0.00005838011,0.0004118046,0.000590869,0.00006366559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001022343,0.0002114008,0.004648584,0.0003763127,0.00009733697,0.0001237228,0.0002108024,0.01110793,0.0006717175,0.7964666,0.002246688,0.1837367],"study_design_scores_gemma":[0.001741929,0.0002852865,0.1149449,0.003008469,0.00002573433,0.00002421081,0.006999739,0.002026539,0.000510447,0.8266447,0.04350625,0.0002817716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3873999,0.01184822,0.5745926,0.004971191,0.0003531702,0.001948361,0.000004007336,0.0002144805,0.01866806],"genre_scores_gemma":[0.7551625,0.008416583,0.2360297,0.00001671634,0.00002261441,0.0001427146,0.000003731984,0.00001949654,0.0001859057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3677627,"threshold_uncertainty_score":0.5748059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833403034601096,"score_gpt":0.3854032953277066,"score_spread":0.3570692649816956,"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."}}