{"id":"W4412441902","doi":"10.1177/25151274251358708","title":"Using AI-Enabled Images and Comic Narrative to Enhance Entrepreneurship Education","year":2025,"lang":"en","type":"article","venue":"Entrepreneurship Education and Pedagogy","topic":"AI in Service Interactions","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Comics; Narrative; Entrepreneurship; Sociology; Computer science; Artificial intelligence; Art; Political science; Literature","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005610628,0.0004637953,0.0001074708,0.0006150039,0.0004215299,0.002208246,0.000682634,0.0004646225,0.01414066],"category_scores_gemma":[0.003309084,0.0001360183,0.0002426341,0.0002897208,0.0006720552,0.001986023,0.001805398,0.0007294161,0.001943771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002966458,"about_ca_system_score_gemma":0.000339702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001942252,"about_ca_topic_score_gemma":0.000546873,"domain_scores_codex":[0.9997167,0.0001224823,0.00001075677,0.00003345828,0.00007779966,0.00003875437],"domain_scores_gemma":[0.998307,0.001122031,0.0001011576,0.0001653081,0.0001068205,0.000197579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004923817,0.002422165,0.007424145,0.001534954,0.0000436176,0.001913427,0.03349407,0.00378701,0.06735897,0.05037047,0.0374149,0.7937438],"study_design_scores_gemma":[0.0003204518,0.002092457,0.02085955,0.0008593813,0.0001152513,0.004852346,0.01953508,0.02144507,0.1083517,0.03922354,0.7821561,0.0001891943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5318136,0.0007577302,0.2002991,0.003608682,0.0005679162,0.0006863982,0.0004126429,0.003901413,0.2579525],"genre_scores_gemma":[0.7331441,0.0006339367,0.2140187,0.0005223675,0.0001058747,0.0004108854,0.0002584642,0.0004749042,0.05043071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414066,"threshold_uncertainty_score":0.04730523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215782330750234,"score_gpt":0.3991209157151344,"score_spread":0.377542682640111,"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."}}