{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003136071,0.0004577675,0.0004687563,0.001415158,0.001317672,0.004062273,0.001470893,0.00104255,0.008917509],"category_scores_gemma":[0.004315253,0.0002206617,0.001212703,0.001364109,0.00475346,0.004419765,0.004078897,0.001387264,0.0006286079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003141304,"about_ca_system_score_gemma":0.003370645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006380039,"about_ca_topic_score_gemma":0.007938193,"domain_scores_codex":[0.9980674,0.001403627,0.00003138007,0.000210159,0.00009131394,0.000196106],"domain_scores_gemma":[0.9982119,0.0009488511,0.0002219124,0.0002189116,0.0001424082,0.0002560244],"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":[0.00002031718,0.00003618842,0.004566024,0.00005588512,0.00003413955,0.0000838268,0.001427587,0.01186362,0.00008400246,0.9728088,0.0006379582,0.008381734],"study_design_scores_gemma":[0.0000321449,0.00007591539,0.007204321,0.0001628522,0.00009600908,0.000130991,0.004065682,0.05709106,0.0001320411,0.8982069,0.0327746,0.00002750425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2335408,0.004936468,0.2862427,0.03269015,0.0002599467,0.0002785183,0.0005289756,0.0003520876,0.4411703],"genre_scores_gemma":[0.9811475,0.0008444756,0.01395432,0.0002244746,0.00002553066,0.0001261203,0.00004073832,0.00002439992,0.003612477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008917509,"threshold_uncertainty_score":0.02983207,"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."}}