{"id":"W4409039722","doi":"10.56433/664naq79","title":"Enhancing entrepreneurial skills through creativity, diversity and collaborative online learning","year":2025,"lang":"en","type":"article","venue":"Journal of Perspectives in Applied Academic Practice","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Creativity; Diversity (politics); Psychology; Pedagogy; Collaborative learning; Mathematics education; Higher education; Knowledge management; Sociology; Computer science; Social psychology; Political science; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009969813,0.0001833283,0.0003832004,0.0002822909,0.0005224373,0.00009208863,0.0002675417,0.0001199964,0.00002525843],"category_scores_gemma":[0.004194621,0.000163718,0.00005438641,0.0007759384,0.000168479,0.002144285,0.001120415,0.001242262,0.000003548582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001320337,"about_ca_system_score_gemma":0.00004876684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001430814,"about_ca_topic_score_gemma":0.00003395098,"domain_scores_codex":[0.9986135,0.00007146446,0.0004740177,0.0002938542,0.0003181545,0.0002290244],"domain_scores_gemma":[0.9974797,0.001090298,0.0009713062,0.0000855289,0.0003597201,0.00001338721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00282498,0.001425364,0.6644397,0.0002716902,0.0008243816,0.0001344543,0.07740086,0.002950117,0.006695106,0.2288715,0.001913144,0.01224868],"study_design_scores_gemma":[0.007107127,0.0001502459,0.152513,0.001082822,0.001054516,0.00004342913,0.6682991,0.0002256097,0.001623769,0.05331282,0.1137077,0.0008798947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485072,0.004232922,0.0003776696,0.005615991,0.000379109,0.0002346162,0.000001609896,0.00002835208,0.04062245],"genre_scores_gemma":[0.9911671,0.005544295,0.0009980283,0.001336371,0.0008633223,0.000002634554,6.539822e-7,0.000008103832,0.00007955149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5908982,"threshold_uncertainty_score":0.6676228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648399650555222,"score_gpt":0.3096873728482588,"score_spread":0.2932033763427065,"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."}}