{"id":"W2025450241","doi":"10.4236/abb.2010.13027","title":"The lability of behavior as a marker of comorbid depression and anxiety","year":2010,"lang":"en","type":"article","venue":"Advances in Bioscience and Biotechnology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Anxiety; Impulsivity; Depression (economics); Psychology; Clinical psychology; Temperament; Lability; Psychiatry; Personality","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":[0.0004308322,0.0003287431,0.000402614,0.0009414236,0.000297609,0.0004771099,0.0001687168,0.00031237,0.001074827],"category_scores_gemma":[0.002507027,0.0002182454,0.00032251,0.000466418,0.0002420955,0.0002282023,0.0004894632,0.0004048576,0.000107181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884633,"about_ca_system_score_gemma":0.0001277291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009280055,"about_ca_topic_score_gemma":0.001901659,"domain_scores_codex":[0.9995827,0.0001170321,0.00007696365,0.00005800099,0.0001048705,0.00006046999],"domain_scores_gemma":[0.998348,0.0002801405,0.0009588294,0.00006281603,0.000086556,0.0002636032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001680186,0.00004064437,0.9959123,0.00001411325,0.00008734889,0.0001133636,0.00007805628,0.00003939372,0.001088126,0.00001292206,0.00001727196,0.002428629],"study_design_scores_gemma":[0.000002750916,0.0001351299,0.9989181,0.000002844152,0.00001841746,0.0006882185,0.00004837237,0.00007421996,0.00007764289,0.00001011074,0.00002233719,0.000001835723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994522,0.0001506645,0.0000708871,0.00001202499,0.000001892437,0.000005703475,0.00004236008,0.000002914606,0.0002612582],"genre_scores_gemma":[0.9997148,0.00005504776,0.00008721495,0.000007574422,0.000004396043,0.000003557852,0.00009103504,4.954249e-7,0.00003591652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001074827,"threshold_uncertainty_score":0.00359565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469545141578318,"score_gpt":0.4016371298391798,"score_spread":0.3869416784233967,"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."}}