{"id":"W3161437439","doi":"10.1007/s13555-021-00550-8","title":"Deterioration of Health-Related Quality of Life After Withdrawal of Risankizumab Treatment in Patients with Moderate-to-Severe Plaque Psoriasis: A Machine Learning Predictive Model","year":2021,"lang":"en","type":"article","venue":"Dermatology and Therapy","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Probity Medical Research","funders":"AbbVie","keywords":"Psoriasis; Plaque psoriasis; Medicine; Quality of life (healthcare); Dermatology; Nursing","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":[0.0001127726,0.0001812631,0.0007602992,0.0001155754,0.0000612711,0.000002090729,0.00004477325,0.0002136407,0.00003288037],"category_scores_gemma":[0.00001583398,0.0001381455,0.00005607253,0.0001399049,0.0001104485,0.00006551044,0.00001797238,0.00009533623,0.000001258222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002652198,"about_ca_system_score_gemma":0.0001899039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003139949,"about_ca_topic_score_gemma":0.0002618809,"domain_scores_codex":[0.9981416,0.0007727689,0.0006201412,0.0002469534,0.00004011532,0.0001784456],"domain_scores_gemma":[0.9992658,0.00009365346,0.0003541945,0.0001559887,0.0001059016,0.00002442923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02684184,0.001132231,0.9497991,0.00006118223,0.001033263,0.0000057868,0.007158917,0.00118941,0.002796064,0.000121494,0.000003507892,0.00985717],"study_design_scores_gemma":[0.02916359,0.002324835,0.9317725,0.0001087363,0.00008210611,0.0000322975,0.0003777413,0.0006143629,0.03496116,0.0002891799,0.00002419424,0.000249335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913965,0.007665545,0.0002444429,0.0001031356,0.00005131032,0.0003587235,0.0001448526,0.00001200494,0.00002352304],"genre_scores_gemma":[0.9988834,0.0005486944,0.0001555386,0.00005562835,0.000001438918,0.00006538907,0.0002497153,0.00001148098,0.00002875048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0321651,"threshold_uncertainty_score":0.563341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540259117287134,"score_gpt":0.2395968215486495,"score_spread":0.2241942303757782,"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."}}