{"id":"W3123098724","doi":"","title":"Innovation and e-commerce in clusters of small firms: The case of a regional e-marketplace","year":2012,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondazione Cariplo; Innovation, Science and Economic Development Canada","keywords":"Perspective (graphical); Business; Regional development; Absorptive capacity; Regional policy; Industrial organization; Economic geography; Regional science; Regional innovation system; Marketing; Knowledge management; Economics; Political science; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005842352,0.0001229712,0.0002824388,0.0005273428,0.0001282504,0.00003204638,0.000390997,0.0002714426,0.00002489084],"category_scores_gemma":[0.0007255082,0.0001109558,0.00004891254,0.0003684287,0.0009135943,0.00008423594,0.0004654989,0.0006748867,6.936094e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692052,"about_ca_system_score_gemma":0.0008806743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007088952,"about_ca_topic_score_gemma":0.01422579,"domain_scores_codex":[0.998005,0.0006224141,0.0005509278,0.0002631578,0.0001748077,0.0003837265],"domain_scores_gemma":[0.9977431,0.001487893,0.0002718922,0.0002905843,0.0001445707,0.00006194805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007547241,0.0004021759,0.2026557,0.0009579859,0.0001827634,0.00008664201,0.1194582,0.001818514,0.00005814534,0.1445915,0.001573754,0.5274599],"study_design_scores_gemma":[0.00372916,0.0001746089,0.5237205,0.002446364,0.00004107082,0.0001733754,0.1068772,0.007342866,0.00009776572,0.05202288,0.3015672,0.001807031],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342918,0.0001426842,7.564759e-7,0.003718959,0.000104695,0.0005035896,0.00001066814,0.000003930874,0.06122293],"genre_scores_gemma":[0.9911454,0.006862983,0.0002397264,0.0001062741,0.000120031,0.00005815616,0.00001452277,0.00001297758,0.00143993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5256528,"threshold_uncertainty_score":0.9995229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08908718807329881,"score_gpt":0.3724133620745028,"score_spread":0.283326174001204,"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."}}