{"id":"W2105241560","doi":"10.1111/j.1467-9310.2011.00642.x","title":"Achieving contextual ambidexterity in R&D organizations: a management control system approach","year":2011,"lang":"en","type":"article","venue":"R and D Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"University of Warwick","keywords":"Ambidexterity; Exploit; Control (management); Knowledge management; Focus (optics); Management control system; Conceptual framework; Conceptual model; Process management; Computer science; Business; Sociology; Artificial intelligence","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":[0.0007137026,0.0003025065,0.0003153314,0.0008009556,0.0002333557,0.0002690115,0.0003063608,0.00006145713,0.0001081651],"category_scores_gemma":[0.00001382353,0.0002957566,0.00004846211,0.001267703,0.00006114811,0.0005244886,0.0004963623,0.0001170602,0.0003892482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009530015,"about_ca_system_score_gemma":0.00000379215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270128,"about_ca_topic_score_gemma":0.00007824079,"domain_scores_codex":[0.9981672,0.00002723301,0.0005444384,0.000550974,0.0002802494,0.0004299041],"domain_scores_gemma":[0.9992583,0.000008929759,0.0001768405,0.0004015436,0.0001313189,0.00002300749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006247682,0.0002938543,0.01333361,0.0017633,0.0001218219,0.00004392384,0.0002076788,0.00000775631,0.000006031274,0.9781781,0.001206942,0.004774538],"study_design_scores_gemma":[0.02151879,0.00008544201,0.5150018,0.001466875,0.001374357,0.00002753699,0.04531514,0.01567138,0.00001197423,0.01092658,0.3850031,0.003596968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01245988,0.0001124038,0.03775207,0.000128781,0.000369648,0.001605413,0.00000207835,0.0003471441,0.9472226],"genre_scores_gemma":[0.9915711,0.00004721108,0.004425315,0.001825416,0.0001860253,0.0002459072,0.00003966585,0.00004173769,0.001617625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9791112,"threshold_uncertainty_score":0.9999495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369624630886007,"score_gpt":0.2031435905811935,"score_spread":0.1794473442723334,"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."}}