{"id":"W4409804147","doi":"10.46697/001c.136952","title":"How Crowdfunding Strategies Create Ventures in Africa","year":2025,"lang":"en","type":"article","venue":"AIB Insights","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"New Ventures; Business; Equity crowdfunding; Entrepreneurship; Seed money; Finance","routes":{"ca_aff":true,"ca_fund":true,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001012755,0.0002408647,0.0002526197,0.0006787951,0.0001661452,0.001733284,0.0003401465,0.0001080306,0.00003029082],"category_scores_gemma":[0.000139715,0.0002209232,0.00007868802,0.001230614,0.00008427718,0.002952163,0.0002167221,0.0002072916,0.0001425892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000729964,"about_ca_system_score_gemma":0.00004046012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002437139,"about_ca_topic_score_gemma":0.0005178523,"domain_scores_codex":[0.998766,0.000006876271,0.0002392825,0.000386669,0.0001807083,0.0004204781],"domain_scores_gemma":[0.9994707,0.00005173784,0.0001322184,0.0002592794,0.00007717074,0.000008895968],"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":[0.00003696651,0.00008991307,0.006338675,0.0002598165,0.00002484391,0.0000999968,0.0001510014,0.00005765952,0.001348338,0.9754221,0.0127957,0.00337496],"study_design_scores_gemma":[0.0005828533,0.00001338804,0.02474446,0.0004964288,0.00002575202,0.000001092355,0.0008433476,0.0006440532,0.001132261,0.1864644,0.7846258,0.0004262295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3896095,0.00145223,0.0009580263,0.001183492,0.0007706358,0.000262919,0.000001421707,0.0002606091,0.6055012],"genre_scores_gemma":[0.9920669,0.00002140324,0.00006911308,0.0003957349,0.0002455132,0.00003369767,0.00001141467,0.00002308375,0.007133142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7889578,"threshold_uncertainty_score":0.999303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893835772317239,"score_gpt":0.221544202488587,"score_spread":0.2026058447654146,"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."}}