{"id":"W4409957778","doi":"10.3389/fpsyt.2025.1505314","title":"Bipolar disorders and creativity: the roles of ambition, effort-based decision-making, and exploration","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greo; Vancouver Coastal Health","funders":"","keywords":"Creativity; Bipolar disorder; Psychology; Psychotherapist; Psychiatry; Cognition; 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":[0.0002806659,0.00009826949,0.0001406991,0.0002784597,0.0001358372,0.00002953739,0.0001191994,0.00006401249,0.0000253223],"category_scores_gemma":[0.0001303415,0.00008068687,0.00002851528,0.0004695579,0.0003278517,0.0001161869,0.00002407654,0.0001183071,8.567195e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342891,"about_ca_system_score_gemma":0.0000700493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002669087,"about_ca_topic_score_gemma":0.0005288573,"domain_scores_codex":[0.9991971,0.0001041032,0.0002070734,0.000262729,0.0001026916,0.0001262656],"domain_scores_gemma":[0.9993532,0.0002482001,0.00009140855,0.0002639598,0.00001931785,0.00002395735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009980123,0.0002356152,0.8328318,0.00002086358,0.0000106041,1.483381e-7,0.001442494,0.00002064178,0.00001478504,0.007903131,0.05054205,0.1068781],"study_design_scores_gemma":[0.0009035619,0.000104539,0.8887821,0.0002046133,0.00003302021,0.000001562321,0.009650668,0.001110966,0.00002876387,0.07425012,0.02478119,0.0001489196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657984,0.007831914,0.1059709,0.008800445,0.008850223,0.0004075906,0.00001490591,0.00003020848,0.002295398],"genre_scores_gemma":[0.9939737,0.0003563487,0.004499312,0.0009587385,0.00002411858,0.00004730613,0.000002442665,0.00000696288,0.0001310222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1281753,"threshold_uncertainty_score":0.3290315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008276660400823515,"score_gpt":0.3130405512468428,"score_spread":0.3047638908460193,"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."}}