{"id":"W4386004355","doi":"10.2196/48153","title":"Diagnosing the Dermatologic Blues: Systematic Review of the Rare Conundrum, Psychogenic Purpura","year":2023,"lang":"en","type":"review","venue":"JMIR Dermatology","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Psychogenic disease; Dermatology; Purpura (gastropod); Depression (economics); Malaise; Lightheadedness; Psychopathology; Surgery; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002918177,0.0007420052,0.006180284,0.0001874266,0.0002006527,0.00002658548,0.001099839,0.0005014423,0.00008730905],"category_scores_gemma":[0.0005910179,0.0003187548,0.001882465,0.001113055,0.0003750061,0.0000428333,0.0002176534,0.0005922311,0.0006857216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008559088,"about_ca_system_score_gemma":0.0003382429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004809282,"about_ca_topic_score_gemma":0.000003696817,"domain_scores_codex":[0.994774,0.001231035,0.002430605,0.000526858,0.0004792607,0.0005582872],"domain_scores_gemma":[0.9941114,0.001361173,0.002017497,0.002273843,0.0001245352,0.00011154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002941637,0.0001776186,0.00005366981,0.9788039,0.001534982,0.0001680222,0.00009423905,8.165767e-9,2.55608e-8,0.0004238291,0.01610825,0.002632493],"study_design_scores_gemma":[0.0004167209,0.00002693005,0.00001174757,0.7972567,0.006088621,0.01040923,0.00009473958,0.000002130925,4.948842e-7,0.0002743848,0.1851947,0.0002236562],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002616283,0.9820238,0.000003866537,0.002973678,0.0007313814,0.01273414,0.00005886254,0.0001298307,0.001318271],"genre_scores_gemma":[0.00004430799,0.9913223,0.00001385862,0.002887948,0.0000356968,0.005003348,0.0001036363,0.0001129749,0.000475891],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1815472,"threshold_uncertainty_score":0.9999264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05690568713983688,"score_gpt":0.3808919166353111,"score_spread":0.3239862294954742,"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."}}