{"id":"W2136366419","doi":"10.1155/2011/126895","title":"Clinical and Physiological Correlates of Irritability in Depression: Results from the Netherlands Study of Depression and Anxiety","year":2011,"lang":"en","type":"article","venue":"Depression Research and Treatment","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Leids Universitair Medisch Centrum; Nederlands Instituut voor Onderzoek van de Gezondheidszorg; Rivierduinen; Universitair Medisch Centrum Groningen; ZonMw; GGZ Drenthe; GGZ Friesland; GGZ inGeest; Vrije Universiteit Amsterdam; Universiteit Leiden","keywords":"Medicine; Irritability; Depression (economics); Anxiety; Psychiatry; Clinical 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":[0.0008270433,0.0001453954,0.0003294926,0.00004868974,0.0001679943,0.00001037545,0.0001159947,0.0001476473,0.00007972317],"category_scores_gemma":[0.00009031639,0.00007292091,0.00004123259,0.0001219498,0.0004010377,0.0000385947,0.0002168401,0.0002651087,0.000001674366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009629329,"about_ca_system_score_gemma":0.00001968095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002117516,"about_ca_topic_score_gemma":0.0003442504,"domain_scores_codex":[0.9977461,0.0006864808,0.0005110935,0.0005788896,0.0002534694,0.0002239793],"domain_scores_gemma":[0.9986602,0.0007225008,0.000106144,0.0003089826,0.00006530029,0.0001368672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002825114,0.003965163,0.9064292,0.000006580714,0.00006714008,0.00000936573,0.005985633,2.320682e-7,0.00006384495,0.00003204829,0.0002340536,0.08038157],"study_design_scores_gemma":[0.005234343,0.0009222823,0.98926,0.0001671376,0.00001430354,0.000002329981,0.002675473,0.00001368742,0.00009689302,0.001400212,0.0001411348,0.00007221759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954944,0.002729606,0.000001325771,0.00006270183,0.000107188,0.0005824111,0.00004969368,0.000007833368,0.0009649007],"genre_scores_gemma":[0.9974938,0.002257309,0.00005371744,0.00001203868,0.00005326903,0.0000388282,0.00001924724,0.000005879565,0.00006593119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08283073,"threshold_uncertainty_score":0.3201064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1913850081383693,"score_gpt":0.414951615446527,"score_spread":0.2235666073081577,"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."}}