{"id":"W4411361734","doi":"10.5539/ijef.v17n7p28","title":"Rethinking Technological Innovations Strategies: Challenges and Insights in the Performance of Micro, Small and Medium Enterprises in Kenya","year":2025,"lang":"en","type":"article","venue":"International Journal of Economics and Finance","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Industrial organization; Business; Economic geography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00280271,0.0003037329,0.0002496966,0.001676395,0.003869097,0.005168817,0.0008137239,0.0009975967,0.002458446],"category_scores_gemma":[0.004817336,0.0002204867,0.0001752524,0.0020979,0.003556058,0.003710819,0.002910263,0.001031472,0.0003009002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00435382,"about_ca_system_score_gemma":0.004558439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01736951,"about_ca_topic_score_gemma":0.03994878,"domain_scores_codex":[0.9979773,0.0006750356,0.00009405665,0.0001952624,0.0003684431,0.0006898991],"domain_scores_gemma":[0.9958966,0.001618705,0.001160599,0.0000827003,0.0003524507,0.000888945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001114217,0.0005289247,0.6241935,0.0003841986,0.0000404207,0.003625563,0.2586642,0.0007854245,0.002789873,0.01864356,0.001915226,0.08831759],"study_design_scores_gemma":[0.000005452183,0.0001668094,0.5348543,0.0003919376,0.00001939213,0.0003443008,0.4444074,0.001246778,0.000571559,0.00189328,0.0160608,0.0000380268],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925431,0.0003583597,0.000126001,0.001227307,0.000006325104,0.00002068794,0.00002541589,0.000002487528,0.005690323],"genre_scores_gemma":[0.9988091,0.0003437434,0.0001074367,0.00006217913,0.000003368431,0.000008308669,0.00001374167,0.000001595273,0.0006506006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01736951,"threshold_uncertainty_score":0.03453684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398344883963348,"score_gpt":0.2270030399962216,"score_spread":0.2030195911565881,"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."}}