{"id":"W6894371116","doi":"10.5683/sp3/aunzsb","title":"Personas: Understanding Black Entrepreneurship in Canada | Personas: Comprendre l’entrepreneuriat Noir au Canada","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Entrepreneurship; Persona; Public policy; Qualitative research; Focus group","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001781463,0.0006471358,0.0006909499,0.0002987036,0.0002720245,0.0002129452,0.002996934,0.0002233768,0.00004605735],"category_scores_gemma":[0.00009677913,0.00070289,0.0001355229,0.0008967583,0.0000876588,0.0001797737,0.0005015259,0.0006922401,0.000002003647],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01071089,"about_ca_system_score_gemma":0.02912323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999524,"about_ca_topic_score_gemma":0.9999955,"domain_scores_codex":[0.9957612,0.0002237654,0.0005936716,0.001395292,0.001009957,0.001016187],"domain_scores_gemma":[0.9966648,0.0005133316,0.0002955993,0.002061877,0.00007565443,0.0003887979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000663254,0.00004272443,0.0004460767,0.0001291495,0.00005175585,0.0002435142,0.0002893319,0.0001301186,0.000001840142,0.001771007,0.9966853,0.0002026062],"study_design_scores_gemma":[0.0004689365,0.00001343451,0.0009755886,0.0002600904,0.00005139499,0.00001685136,0.0009607889,0.002234484,0.00001604197,0.0001685396,0.9941024,0.0007314066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005989472,0.0002082673,0.00101908,0.003254975,0.0005183281,0.000488272,0.9923382,0.00006112038,0.002051888],"genre_scores_gemma":[0.006341951,0.0002015493,0.000130105,0.001971568,0.0002238729,0.0001041701,0.9906258,0.00001872193,0.0003822855],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01841234,"threshold_uncertainty_score":0.9995422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525230844960795,"score_gpt":0.2274875786282832,"score_spread":0.2022352701786753,"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."}}