{"id":"W4407580349","doi":"10.28924/2291-8639-23-2025-42","title":"The Dynamic Roles of Government, Higher Education, Large Enterprises, and Communities in SME Collaboration: Mediating Effect of Knowledge and Innovation Exchange","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Knowledge management; Government (linguistics); Structural equation modeling; Value (mathematics); Marketing; Industrial organization; Computer science","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":[0.004240254,0.0003999244,0.0005001115,0.001719139,0.0015113,0.003281025,0.0004641697,0.0008148444,0.004713665],"category_scores_gemma":[0.01900113,0.0001951828,0.0004789168,0.001668689,0.001474326,0.002753702,0.005771222,0.0007608348,0.0003405941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009382475,"about_ca_system_score_gemma":0.003530912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003745301,"about_ca_topic_score_gemma":0.005776323,"domain_scores_codex":[0.9942238,0.003851202,0.0002941108,0.0003933281,0.0005589951,0.0006785789],"domain_scores_gemma":[0.9636868,0.02524245,0.005004865,0.001240203,0.001165025,0.003660712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003402393,0.0007994219,0.9121892,0.0002006915,0.0002585764,0.001010432,0.02198525,0.001464329,0.00139033,0.007146916,0.0002280659,0.05298664],"study_design_scores_gemma":[0.00004678591,0.0005191043,0.9079198,0.0003396095,0.0003028001,0.0005553011,0.07055078,0.005358418,0.001230163,0.01055809,0.002564835,0.00005428487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926572,0.0001563776,0.0007754354,0.000299591,0.000005819021,0.00001848874,0.00002913559,0.000006818897,0.00605118],"genre_scores_gemma":[0.9995323,0.00005463181,0.0002315816,0.0000122903,0.000002972296,0.000007460623,0.000009957801,0.000001165937,0.0001476302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004713665,"threshold_uncertainty_score":0.02242488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006492373212507362,"score_gpt":0.3231590742384379,"score_spread":0.3166667010259305,"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."}}