{"id":"W4416000516","doi":"10.5465/amproc.2025.23425abstract","title":"Adopting Entrepreneurial Experimentation in Large R&D-Driven Firms","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Ottawa","funders":"","keywords":"Scope (computer science); Process (computing); Dynamic capabilities; Framing (construction); Dual (grammatical number); Qualitative research; Qualitative comparative analysis; Middle management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00940526,0.0001375258,0.0001728148,0.000849575,0.00226907,0.003815235,0.0007651697,0.0007872945,0.001096201],"category_scores_gemma":[0.01276586,0.0001977434,0.00021262,0.0006932767,0.00445904,0.002467549,0.004532118,0.0008147252,0.0001582796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002901247,"about_ca_system_score_gemma":0.003035557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001959436,"about_ca_topic_score_gemma":0.00511601,"domain_scores_codex":[0.9943547,0.003814611,0.0001207958,0.0004202451,0.000549367,0.0007402722],"domain_scores_gemma":[0.9786323,0.01395966,0.002576411,0.001810319,0.0006899143,0.002331377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007399421,0.001726981,0.2682207,0.0004248558,0.00008393266,0.006800445,0.2686997,0.005754986,0.02904941,0.1770209,0.001730207,0.2397479],"study_design_scores_gemma":[0.0002652231,0.002096999,0.3583967,0.0004401349,0.00009334034,0.003214351,0.3435728,0.01381937,0.01697368,0.1221819,0.1386195,0.0003259986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864951,0.0001263187,0.002990414,0.0005100265,0.000004879935,0.00003956257,0.000007088451,0.00002010544,0.009806479],"genre_scores_gemma":[0.9985252,0.00004010067,0.0009282908,0.00005072846,0.000002187753,0.000011,0.000004746872,0.000002632196,0.000435137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00940526,"threshold_uncertainty_score":0.04974031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280740439105915,"score_gpt":0.2875119922291262,"score_spread":0.2647045878380671,"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."}}