{"id":"W4284976524","doi":"10.2196/39399","title":"Using a Digital Approach to Improving Mental Health in Adults With Self-reported Psoriasis: An Analysis of Real-world User Data","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Anxiety; Embarrassment; Mental distress; Psychiatry; Psoriasis; Medicine; Distress; Feeling; Clinical psychology; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002247405,0.0002086218,0.0003138246,0.001910309,0.0005066908,0.001178582,0.0003192709,0.0003819821,0.001374507],"category_scores_gemma":[0.01446255,0.0001596033,0.0008077172,0.00197545,0.0003268593,0.0009145736,0.00121944,0.0005113875,0.000319231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005051958,"about_ca_system_score_gemma":0.0005078205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006551519,"about_ca_topic_score_gemma":0.01117396,"domain_scores_codex":[0.9980179,0.000951534,0.0002842237,0.0002008586,0.0004005216,0.0001449512],"domain_scores_gemma":[0.9888638,0.005269791,0.003264141,0.0007307619,0.001257679,0.0006137456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006477908,0.0003561186,0.9556451,0.0004120419,0.0002376717,0.0001277686,0.003347645,0.0002235152,0.000295521,0.0001258006,0.001364598,0.03721645],"study_design_scores_gemma":[0.00003342017,0.0004382218,0.9883438,0.0001347737,0.0001319679,0.0003925244,0.005440703,0.001838671,0.0002882896,0.00008598161,0.002836621,0.0000349342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956542,0.0002418693,0.0003907254,0.0001195781,0.000006535561,0.0002183351,0.002746312,0.00001648461,0.0006059366],"genre_scores_gemma":[0.9950447,0.0003075951,0.001571193,0.0001155424,0.00001520055,0.0004152857,0.002244907,0.00001068647,0.0002749904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006551519,"threshold_uncertainty_score":0.01302671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03936686089311987,"score_gpt":0.2841051667084579,"score_spread":0.2447383058153381,"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."}}