{"id":"W4414334138","doi":"10.55737/rl.2025.43099","title":"Entrepreneurship Ecosystems in Action: Regional Models for Innovation and Economic Transformation","year":2025,"lang":"en","type":"article","venue":"Regional lens.","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Imperial Bank of Commerce (Canada)","funders":"","keywords":"Ecosystem; Mediation; Entrepreneurship; Ecosystem services; Quality (philosophy); Regional policy; Regional development; Cluster (spacecraft)","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":[],"consensus_categories":[],"category_scores_codex":[0.0004344159,0.00008487703,0.0001204679,0.0003362857,0.0002167867,0.0000471645,0.00008620979,0.0001075004,0.00001203092],"category_scores_gemma":[0.00002088323,0.00009186059,0.00003829095,0.0002801702,0.00008047463,0.000557275,0.00000669365,0.00006261258,0.000006577097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424277,"about_ca_system_score_gemma":0.0004168113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009391016,"about_ca_topic_score_gemma":0.003327079,"domain_scores_codex":[0.9991702,0.00006252182,0.000271045,0.0001808474,0.0001346365,0.000180737],"domain_scores_gemma":[0.999579,0.0001860583,0.00007481693,0.00006006487,0.00007384667,0.00002623001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005600018,0.00001098323,0.001522351,0.00003200434,0.00001055766,1.506055e-7,0.001822997,0.0002233861,0.00002178282,0.9815335,0.01141615,0.003350114],"study_design_scores_gemma":[0.0007250822,0.00001171808,0.005429396,0.00008960908,0.000006146277,0.000001932595,0.0006660734,0.003248765,0.00004014721,0.2078671,0.7817692,0.0001447814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8173778,0.0003362971,0.002391795,0.1163964,0.0006768671,0.001169279,0.00001954914,0.00008632712,0.06154568],"genre_scores_gemma":[0.9936101,0.0007687199,0.0001291108,0.001098496,0.0002854351,0.00009955185,0.00009155011,0.000005887036,0.003911175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7736664,"threshold_uncertainty_score":0.3745966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1169091167082878,"score_gpt":0.3480296008448848,"score_spread":0.231120484136597,"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."}}