{"id":"W4403165775","doi":"10.61091/jcmcc122-03","title":"Optimizing Higher Education for Entrepreneurship Digital economy and Innovation: A Novel Spatial Analysis Approach","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Regional Economics and Spatial Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Entrepreneurship education; Digital economy; Economic geography; Business; Regional science; Economics; Geography; Computer science; World Wide Web","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009986182,0.0002347832,0.0008931136,0.001124174,0.0001622909,0.001088218,0.0002046935,0.0001358117,0.00001373079],"category_scores_gemma":[0.0001278043,0.0002410338,0.0003222516,0.0008567647,0.00006105055,0.0004564818,0.00009933051,0.000220677,0.000001878742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003067,"about_ca_system_score_gemma":0.0001050315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002578869,"about_ca_topic_score_gemma":2.901889e-7,"domain_scores_codex":[0.997852,0.000009922312,0.001474894,0.0003690284,0.0000788524,0.0002153301],"domain_scores_gemma":[0.9980719,0.0003493822,0.001023183,0.0001678746,0.0002725974,0.0001150567],"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":[0.00002800768,0.0002864492,0.0007760365,0.0001916456,0.0008598123,8.941807e-7,0.0003705618,0.000264179,0.000009498115,0.9958662,0.0000795808,0.001267129],"study_design_scores_gemma":[0.001205859,0.0001922279,0.000204281,0.00007561131,0.0003066448,0.00001985501,0.00009577062,0.1182794,0.0000125036,0.8687879,0.01052035,0.0002996129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.48878,0.005533386,0.4707714,0.001942595,0.01664432,0.000722516,0.000080529,0.0000663946,0.01545894],"genre_scores_gemma":[0.991342,0.0000383626,0.006735616,0.00004305008,0.001702918,0.00000756267,0.00002076593,0.00003003142,0.00007970567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.502562,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03361332788038342,"score_gpt":0.2429334771038822,"score_spread":0.2093201492234988,"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."}}