{"id":"W4408738412","doi":"10.54195/technophany.18128","title":"Creation Without Creativity","year":2025,"lang":"en","type":"article","venue":"Technophany A Journal for Philosophy and Technology","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Creativity; Psychology; Computer science; Social psychology","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":[0.005030924,0.001004819,0.0007440541,0.001478952,0.005047461,0.01334212,0.001663425,0.003453224,0.01475891],"category_scores_gemma":[0.009862062,0.0004729047,0.00093598,0.0009420234,0.03131507,0.01507998,0.01098582,0.005130695,0.005301198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002638422,"about_ca_system_score_gemma":0.003945804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006780364,"about_ca_topic_score_gemma":0.0007947308,"domain_scores_codex":[0.994832,0.002081339,0.000265492,0.001126296,0.001238344,0.0004563914],"domain_scores_gemma":[0.9945465,0.001859402,0.0002603504,0.002222985,0.0006017758,0.0005089035],"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":[0.00001046744,0.000007587675,0.00005563671,0.00006639686,0.000004246974,0.00005098311,0.002239045,0.00009607572,0.0001689687,0.9824433,0.005311607,0.009545606],"study_design_scores_gemma":[0.00001603233,0.00002570932,0.00007157807,0.0001950037,0.000006809712,0.0002930178,0.001313068,0.0002927458,0.000430307,0.5964897,0.4008519,0.00001406512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009469453,0.008927564,0.07070976,0.02662126,0.004888073,0.0001148275,0.0001497286,0.0004809668,0.8786383],"genre_scores_gemma":[0.5556,0.008390409,0.05736487,0.01204195,0.002855564,0.0006401826,0.0003355944,0.0009471587,0.3618242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01475891,"threshold_uncertainty_score":0.04937351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542920308289548,"score_gpt":0.3035325365421273,"score_spread":0.2881033334592318,"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."}}