{"id":"W4407788463","doi":"10.1162/imag_a_00502","title":"Divergent and convergent creativity relate to different aspects of semantic control","year":2025,"lang":"en","type":"article","venue":"Imaging Neuroscience","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"European Research Council","keywords":"Creativity; Control (management); Psychology; Cognitive psychology; Cognitive science; Computer science; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959917,0.000141421,0.0002045426,0.0002191449,0.0001736683,0.00005086229,0.0002919956,0.00001786499,0.00007650867],"category_scores_gemma":[0.0006526613,0.0001267449,0.00004147023,0.000551691,0.000431146,0.0001023038,0.000139144,0.0001164246,0.00001590084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003671155,"about_ca_system_score_gemma":0.00006044812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007168794,"about_ca_topic_score_gemma":0.000008402511,"domain_scores_codex":[0.9984757,0.0001508156,0.0002249363,0.0005680299,0.0002816946,0.0002988725],"domain_scores_gemma":[0.9990478,0.0002610601,0.00008934918,0.0003818132,0.00007336756,0.0001466458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006130766,0.000651693,0.5579693,0.00003440784,0.000005980773,0.000025548,0.001644638,0.00004018867,0.3903195,0.0411553,0.002633438,0.005458684],"study_design_scores_gemma":[0.0004609624,0.0000768183,0.9805213,0.00004143258,0.00002191758,0.00001698624,0.000119304,0.001599634,0.01219662,0.0005602246,0.004250583,0.0001341965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728358,0.00009010651,0.008843617,0.00634917,0.003294544,0.0003389526,0.00001363992,0.00005361005,0.008180516],"genre_scores_gemma":[0.9950728,0.00001880532,0.00001616017,0.00304727,0.00001102142,0.0000231426,1.513956e-7,0.000005645166,0.00180503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.422552,"threshold_uncertainty_score":0.5168505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041045913865224,"score_gpt":0.3406839509213024,"score_spread":0.3202734917826502,"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."}}