{"id":"W7117102199","doi":"10.4236/ce.2025.1612127","title":"Enhancing Scholarly Creativity When Developing Research Ideas","year":2025,"lang":"","type":"article","venue":"Creative Education","topic":"Psychology of Social Influence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Engineering, Michigan State University; MacEwan University; Victoria University of Wellington; Victoria University; Fordham University; Michigan State University","keywords":"Milgram experiment; Creativity; Ignorance; Strengths and weaknesses; Compromise; Advice (programming); Flexibility (engineering)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1221866,0.001421203,0.001050771,0.007358427,0.006885479,0.03118373,0.005042195,0.005199863,0.007134259],"category_scores_gemma":[0.2218774,0.001366323,0.0018701,0.004180399,0.02014365,0.02235294,0.02530008,0.00906469,0.004350366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00503339,"about_ca_system_score_gemma":0.01049153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002765165,"about_ca_topic_score_gemma":0.0005735592,"domain_scores_codex":[0.7986524,0.1528327,0.007385547,0.006940505,0.03008029,0.004108507],"domain_scores_gemma":[0.6361914,0.2816241,0.01196093,0.04294676,0.02022384,0.007052971],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008968956,0.0003719433,0.003806711,0.001924652,0.00008716362,0.001339107,0.2610123,0.0007340491,0.003979948,0.3838913,0.01816862,0.3245946],"study_design_scores_gemma":[0.0001666296,0.000372054,0.002268241,0.003689219,0.0001189724,0.003163015,0.09035672,0.002301376,0.008157757,0.4485837,0.4406823,0.0001401338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1090634,0.01178543,0.4561962,0.05740865,0.004797332,0.001983313,0.00009849983,0.002021708,0.3566456],"genre_scores_gemma":[0.5380337,0.006122012,0.4039997,0.009417517,0.001632989,0.002448731,0.0001502087,0.001030037,0.03716497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8778135,"threshold_uncertainty_score":0.6461921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312236792090098,"score_gpt":0.5103973097724313,"score_spread":0.3791736305634214,"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."}}