{"id":"W4297491891","doi":"10.1038/s41398-022-02194-4","title":"A critical evaluation of dynamical systems models of bipolar disorder","year":2022,"lang":"en","type":"review","venue":"Translational Psychiatry","topic":"Mental Health Research Topics","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto; McMaster University; Dalhousie University","funders":"Research Nova Scotia; Dalhousie University; Natural Sciences and Engineering Research Council of Canada; Dalhousie Medical Research Foundation","keywords":"Conceptualization; Face validity; Bipolar disorder; Construct (python library); Psychology; Dynamical systems theory; Construct validity; Predictive validity; Cognitive psychology; Parallels; Computational model; External validity; Mood; Critical appraisal; Generative grammar; Computer science; Artificial intelligence; Psychometrics; Clinical psychology; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002255525,0.0002795244,0.001128113,0.0004005591,0.00008871268,0.000007722316,0.0004042331,0.0003617006,0.00668309],"category_scores_gemma":[0.00005762815,0.0002662412,0.00047222,0.0004931571,0.0001730782,0.00008732483,0.000031048,0.0007224941,0.000034126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232934,"about_ca_system_score_gemma":0.001557896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817807,"about_ca_topic_score_gemma":0.00002905527,"domain_scores_codex":[0.9936483,0.002059223,0.001477694,0.0004679572,0.002000907,0.0003459498],"domain_scores_gemma":[0.9979765,0.0008113447,0.0003496083,0.0005236804,0.000207992,0.0001309083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004713059,0.0007464645,0.00007738578,0.03153973,0.0002422852,5.739427e-7,0.0001544076,0.0003458108,2.669909e-8,0.3579702,0.0002650611,0.6086109],"study_design_scores_gemma":[0.001159892,0.0002879023,0.0001617204,0.003695462,0.00147917,0.00004490128,0.0001830872,0.01765734,5.657752e-9,0.02175609,0.9531818,0.0003926106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002429392,0.9866004,0.001561314,0.0001555665,0.002593085,0.001910019,0.001187407,0.00001878058,0.005949153],"genre_scores_gemma":[0.0008121664,0.9959875,0.0008394385,0.00001445852,0.0002788631,0.00081838,0.001014829,0.00008266295,0.0001517433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9529167,"threshold_uncertainty_score":0.999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2785416655398644,"score_gpt":0.5294663140335522,"score_spread":0.2509246484936877,"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."}}