{"id":"W7134065595","doi":"10.5281/zenodo.18885916","title":"ARCHITECTING VALUE CREATION: A STRATEGIC GOVERNANCE FRAMEWORK FOR PRODUCT MANAGEMENT IN SCALABLE TECHNOLOGY ENTERPRISES","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Corporate governance; Futures studies; Strategic planning; Function (biology); Strategic financial management; Product (mathematics); New product development; Product management; Value (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0004354867,0.0001177571,0.0001500579,0.0002890241,0.0001344863,0.000412126,0.0004628932,0.00005493948,0.0001930476],"category_scores_gemma":[0.0001094555,0.000119501,0.0000205983,0.001759043,0.0000215052,0.0005373696,0.0002976134,0.0001231415,0.00008369169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003782044,"about_ca_system_score_gemma":0.00002611553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001505623,"about_ca_topic_score_gemma":0.0001155665,"domain_scores_codex":[0.999012,0.000005207371,0.000264015,0.0004144136,0.00008934691,0.0002150444],"domain_scores_gemma":[0.9993999,0.00003210995,0.0001625076,0.0003068851,0.00009602991,0.000002584372],"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":[0.0001514134,0.0001640597,0.01348845,0.0003596127,0.0000529667,0.000005173743,0.00006368045,0.0003402307,0.0002642909,0.6064997,0.0003272271,0.3782831],"study_design_scores_gemma":[0.001200222,0.0000222346,0.009837573,0.001166889,0.00008469741,0.000001242877,0.001900446,0.002055129,0.003660965,0.7472127,0.2324831,0.0003748135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6544827,0.0003442,0.004247922,0.04233216,0.0007586919,0.003019248,0.000005777017,0.00002545052,0.2947839],"genre_scores_gemma":[0.9392973,0.00001513278,0.0544282,0.002062969,0.0004645759,0.0003363638,0.00004661005,0.00001878149,0.003330089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3779083,"threshold_uncertainty_score":0.4873108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03406529005308031,"score_gpt":0.3150918799941615,"score_spread":0.2810265899410812,"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."}}