{"id":"W2144625619","doi":"10.1016/j.det.2005.05.014","title":"Depression and Skin Disease","year":2005,"lang":"en","type":"review","venue":"Dermatologic Clinics","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mediprobe Research (Canada); Western University","funders":"","keywords":"Medicine; Depression (economics); Psychosocial; Dermatology; Disease; Psychiatry; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001398873,0.0004919331,0.002346784,0.0001788582,0.0001215372,0.00002714263,0.0001927148,0.0007317598,0.0001539372],"category_scores_gemma":[0.0006604115,0.0003415236,0.0006481532,0.0001525254,0.0002486223,0.00006115899,0.0001978706,0.0006362806,0.0003719529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002577897,"about_ca_system_score_gemma":0.0003748874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.795432e-7,"about_ca_topic_score_gemma":5.014537e-7,"domain_scores_codex":[0.9976442,0.0002283872,0.0009411107,0.0006298075,0.0001978208,0.0003587019],"domain_scores_gemma":[0.9976003,0.0006990341,0.0003886371,0.0006930715,0.00004588759,0.0005730984],"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":[0.00004001812,0.0002052205,0.005170773,0.01139993,0.000120437,0.001584378,0.000006326746,5.045045e-8,7.039374e-10,0.00002681419,0.02748975,0.9539563],"study_design_scores_gemma":[0.0005487941,0.00001183183,0.001105693,0.006647621,0.00299742,0.00340171,0.000005545003,0.00002504525,6.11097e-8,0.0001242671,0.9848073,0.0003246778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006775801,0.9967049,0.000008101727,0.0003015735,0.0002863179,0.0007590746,0.00006470019,0.0001639499,0.001643609],"genre_scores_gemma":[0.0002874563,0.9966283,0.000248792,0.001635042,0.0001866669,0.0001092955,0.0004264275,0.0000480578,0.0004299849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9573176,"threshold_uncertainty_score":0.9999037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06678063262650653,"score_gpt":0.4107377602464388,"score_spread":0.3439571276199323,"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."}}