{"id":"W61830157","doi":"","title":"Technical Entrepreneurs Benefit From Business Ecosystems","year":2010,"lang":"en","type":"article","venue":"The open source business resource","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Business ecosystem; Ecosystem; Computer science; Knowledge management; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009889881,0.0005750425,0.0005748686,0.0004206751,0.0009553901,0.002912958,0.003326207,0.0002701923,0.001291563],"category_scores_gemma":[0.0002041163,0.0004423268,0.0001336413,0.003529133,0.0002362732,0.0009120925,0.003033157,0.0005204349,0.002572989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005479341,"about_ca_system_score_gemma":0.00004954867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003684981,"about_ca_topic_score_gemma":0.006089422,"domain_scores_codex":[0.99671,0.00003318462,0.0008368792,0.0009830067,0.0007102269,0.0007266921],"domain_scores_gemma":[0.9963082,0.000147294,0.0006566166,0.001775292,0.001068989,0.00004358275],"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":[0.001007495,0.002241278,0.07757562,0.0009196627,0.0004221122,0.0001631654,0.0006576772,0.001365993,0.02773783,0.3949279,0.3127632,0.1802181],"study_design_scores_gemma":[0.001091333,0.000003212767,0.03135409,0.00009308565,0.0001068224,0.00001120976,0.0004367385,0.002358899,0.00004155362,0.001833554,0.9620368,0.0006326463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2121388,0.0001199226,0.003672836,0.009881883,0.003140451,0.002566799,0.00002380469,0.001173676,0.7672819],"genre_scores_gemma":[0.975463,0.000003550095,0.0002304566,0.006195806,0.004810637,0.0002151484,0.0003286613,0.0001691454,0.0125836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7633243,"threshold_uncertainty_score":0.9998028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527471948882757,"score_gpt":0.2263394728036097,"score_spread":0.2110647533147821,"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."}}