{"id":"W4392796808","doi":"10.1126/science.adp1314","title":"The ebbs and flows of creativity","year":2024,"lang":"en","type":"article","venue":"Science","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Creativity; Psychology; 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":[0.002609811,0.0003917509,0.0003427142,0.002504223,0.001430856,0.006594396,0.0007997463,0.001466636,0.01737655],"category_scores_gemma":[0.01239908,0.0003754384,0.0004720584,0.002387617,0.006712378,0.01493571,0.002669867,0.002287611,0.001128304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290708,"about_ca_system_score_gemma":0.001224071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009919442,"about_ca_topic_score_gemma":0.0006658536,"domain_scores_codex":[0.9986768,0.0006399089,0.00007251772,0.0001647322,0.0002873692,0.000158601],"domain_scores_gemma":[0.9934981,0.003929842,0.0004694588,0.001005415,0.0006247121,0.0004725028],"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":[0.0000213066,0.000008657699,0.0004271661,0.00001539268,0.000003629354,0.00001721237,0.0004634979,0.0004120105,0.00009129552,0.99178,0.0003583235,0.006401531],"study_design_scores_gemma":[0.00001275902,0.000006766419,0.0005625258,0.00002738114,0.000004600679,0.00003663778,0.0003313044,0.0009709137,0.0001296679,0.9916136,0.006299206,0.000004548316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2244079,0.004964193,0.2241169,0.01101146,0.0005308156,0.00009771925,0.0004723464,0.0002622073,0.5341365],"genre_scores_gemma":[0.9444915,0.002046864,0.03055641,0.0003634086,0.0003005497,0.0001092036,0.0001369963,0.00010264,0.02189247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01737655,"threshold_uncertainty_score":0.05813032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492317428336177,"score_gpt":0.4131863900378434,"score_spread":0.3782632157544816,"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."}}