{"id":"W2104022334","doi":"10.1111/jpim.12009","title":"How Formal Control Influences Decision‐Making Clarity and Innovation Performance","year":2013,"lang":"en","type":"article","venue":"Journal of Product Innovation Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"CLARITY; Control (management); Business; Process management; Knowledge management; Computer science; 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002211871,0.0002396451,0.00028582,0.002643532,0.0003113614,0.001167441,0.000322231,0.00005395266,0.0000840672],"category_scores_gemma":[0.0003264036,0.0001825432,0.00003898071,0.005528618,0.00005855089,0.006197871,0.0002370422,0.0002770065,0.00004913822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000743502,"about_ca_system_score_gemma":0.00001746173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002627253,"about_ca_topic_score_gemma":0.00000185437,"domain_scores_codex":[0.9975527,0.00001443745,0.001168712,0.0002671828,0.0006724577,0.0003245421],"domain_scores_gemma":[0.9945918,0.00002925507,0.001621628,0.0002189074,0.003530002,0.000008425367],"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":[0.00007803487,0.00009823678,0.0207108,0.0003913849,0.0001145239,0.000004399958,0.00002523351,0.00004793973,0.0007193097,0.5358563,0.005311255,0.4366426],"study_design_scores_gemma":[0.003721589,0.0001412087,0.6450844,0.0006208516,0.0002042801,0.00002641942,0.001500343,0.006689124,0.0002036887,0.04984959,0.2911315,0.0008269068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449773,0.00008393337,0.01487961,0.007842235,0.00118284,0.001070817,7.331685e-7,0.00006830206,0.02989415],"genre_scores_gemma":[0.9889444,0.00002076896,0.004490305,0.004860623,0.001201199,0.00003474201,0.000009881366,0.00001434452,0.0004237587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6243737,"threshold_uncertainty_score":0.9998695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105509721192024,"score_gpt":0.249530164834086,"score_spread":0.2284750676221657,"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."}}