{"id":"W2765089157","doi":"10.1016/j.jaad.2017.08.051","title":"Depressive symptoms, depression, and the effect of biologic therapy among patients in Psoriasis Longitudinal Assessment and Registry (PSOLAR)","year":2017,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":119,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; SKiN Health; Dalhousie University; Probity Medical Research","funders":"Janssen Scientific Affairs; LEO Pharma; Dermira; Janssen Pharmaceuticals; Novartis Pharmaceuticals Corporation; Celgene; Amgen; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Psoriasis; Depression (economics); Depressive symptoms; Longitudinal study; Psychiatry; Dermatology; Internal medicine; Pathology; Anxiety","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004138256,0.0001944123,0.0009444141,0.0001081092,0.0002382101,0.00001129618,0.0006470802,0.0001955286,0.000005653277],"category_scores_gemma":[0.0002456166,0.00009042191,0.0001715246,0.00007125547,0.002770596,0.0001115838,0.0002304033,0.0004454974,3.789111e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000179801,"about_ca_system_score_gemma":0.00003150129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000153205,"about_ca_topic_score_gemma":0.00000908015,"domain_scores_codex":[0.9976977,0.001271266,0.0005724842,0.0001773235,0.00006928443,0.0002119104],"domain_scores_gemma":[0.9957737,0.0008675168,0.003029588,0.000258981,0.00004482433,0.00002533008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001720438,0.00005750009,0.9748539,0.00001510472,0.0005655382,0.000005989586,0.000094231,0.000001625935,0.003491332,0.00003466739,0.0001118895,0.01904777],"study_design_scores_gemma":[0.007771938,0.000330385,0.9606871,0.00008982462,0.0002233599,0.0004529054,0.00003286225,0.00000231139,0.03012216,0.0001256234,0.00008224614,0.00007929916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934825,0.005045399,0.000005300325,0.0009512279,0.000211216,0.0002484367,0.00001324061,0.000002651971,0.00004006559],"genre_scores_gemma":[0.9966437,0.003219932,0.00002955077,0.0000586859,0.00001778134,0.00001122699,0.00000129324,0.000008000775,0.000009881141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02663083,"threshold_uncertainty_score":0.9999433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084553399909182,"score_gpt":0.2901229953823299,"score_spread":0.2792774613832381,"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."}}