{"id":"W4417170276","doi":"10.1109/mc.2025.3614083","title":"Agentic Data as Muse, Strategist, and Composer in Entrepreneurial Creativity","year":2025,"lang":"","type":"article","venue":"Computer","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Creativity; Generative grammar; Data collection; Entrepreneurship; Generative model","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":[0.006056732,0.0003251307,0.0003294155,0.00191764,0.004227515,0.01508579,0.000873415,0.002438175,0.00383681],"category_scores_gemma":[0.01097172,0.0005397275,0.0003429393,0.001451209,0.03424618,0.0145423,0.006132835,0.002517706,0.0005759957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002049794,"about_ca_system_score_gemma":0.001965693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426416,"about_ca_topic_score_gemma":0.001968371,"domain_scores_codex":[0.9968926,0.002117264,0.0001083449,0.0003292772,0.0003842478,0.0001682523],"domain_scores_gemma":[0.9926258,0.005141153,0.0004128578,0.0007490799,0.0003854888,0.0006856177],"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":[0.00005647853,0.00002661626,0.001872562,0.00006903291,0.00001154383,0.0002046531,0.04347768,0.000809216,0.000420346,0.9347916,0.001414431,0.01684587],"study_design_scores_gemma":[0.00003434778,0.0000267256,0.001047884,0.0001785007,0.00001860786,0.0002680596,0.02679073,0.003163605,0.0008013134,0.9048003,0.06283324,0.00003672342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3170575,0.006079046,0.08599249,0.05586322,0.0007059469,0.00007711958,0.0001827855,0.000241693,0.5338002],"genre_scores_gemma":[0.9851995,0.0007507252,0.008513218,0.0005535595,0.0001172305,0.00003994049,0.00002380851,0.00007498897,0.004727042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01508579,"threshold_uncertainty_score":0.03203142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369071123409199,"score_gpt":0.3718705448015795,"score_spread":0.3281798335674875,"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."}}