{"id":"W4416000594","doi":"10.5465/amproc.2025.15208symposium","title":"Innovation and Politics","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Political Influence and Corporate Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Politics; Technological change; Public policy; Shareholder; Corporate governance; Technological determinism; Empirical evidence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001927684,0.0001097136,0.0001288859,0.0005311519,0.0000869381,0.0001403974,0.0001710814,0.00006335654,0.00001444795],"category_scores_gemma":[0.00003006401,0.0001059695,0.00001815406,0.001026822,0.0001267234,0.001097831,0.0002143852,0.00009874883,0.0000173969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001062958,"about_ca_system_score_gemma":0.000003993438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001913636,"about_ca_topic_score_gemma":7.129388e-8,"domain_scores_codex":[0.9991755,5.842777e-7,0.0002829866,0.0001855166,0.0001381995,0.0002171853],"domain_scores_gemma":[0.9997239,0.00000814597,0.0001348157,0.00003108797,0.00009657481,0.000005453021],"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":[0.000005724572,0.00001494635,0.005071192,0.0007215802,0.0000262956,2.483439e-7,0.000005252099,4.060708e-7,0.0002890667,0.9829519,0.006730669,0.004182727],"study_design_scores_gemma":[0.0002815638,0.000004294221,0.06278673,0.0001379991,0.00007407067,2.601931e-7,0.0004573104,0.0001497194,0.0007517475,0.798174,0.1370526,0.0001297464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.599811,0.00004318389,0.00005080639,0.004760866,0.00003427615,0.0001582805,4.31478e-7,0.00007200283,0.3950692],"genre_scores_gemma":[0.9882682,0.00002800888,0.0001911835,0.009291957,0.0001464028,0.00001568405,0.000001791213,0.0000062257,0.002050522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3930186,"threshold_uncertainty_score":0.4321309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787374059034368,"score_gpt":0.2747043787275784,"score_spread":0.2468306381372347,"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."}}