{"id":"W3167623925","doi":"10.1177/24755303211024205","title":"Non-Medical Switching Impact on Patients and Providers – Psoriatic Disease Community Taking a Stand","year":2021,"lang":"en","type":"article","venue":"Journal of Psoriasis and Psoriatic Arthritis","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psoriatic arthritis; Psoriasis; Disease; Medicine; Medical insurance; Health insurance; Dermatology; Business; Internal medicine; Health care; Actuarial science; Political science","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01069249,0.0002554945,0.001216023,0.0002688868,0.0004581349,0.0002566976,0.0001897817,0.0001443925,0.0003202781],"category_scores_gemma":[0.01243817,0.0002589428,0.0002101673,0.0001599422,0.00006421038,0.0006484112,0.00008419639,0.0006035325,0.00002758927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284502,"about_ca_system_score_gemma":0.0005422283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000302345,"about_ca_topic_score_gemma":0.0001071009,"domain_scores_codex":[0.9949763,0.0006896906,0.003338489,0.0002958505,0.0003371397,0.0003624649],"domain_scores_gemma":[0.9937568,0.00172972,0.003235547,0.0003278702,0.0002057456,0.0007443238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007525501,0.002370666,0.7268454,0.002438047,0.001693957,0.000203174,0.02959052,0.000253798,0.000004020408,0.0175545,0.03079476,0.1874986],"study_design_scores_gemma":[0.01201724,0.001356452,0.9324713,0.002905282,0.0001057829,0.0001037453,0.004388422,0.004997217,0.000005493534,0.0354009,0.005482896,0.0007652985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805055,0.008620241,0.001136581,0.00768997,0.00133328,0.0002869294,0.0001194099,0.000009603933,0.0002984655],"genre_scores_gemma":[0.9917998,0.003874777,0.0007853133,0.002643815,0.0008214425,0.00001080048,0.000009679885,0.00003110358,0.00002325402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2056258,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171505213303212,"score_gpt":0.389802453966087,"score_spread":0.2726519326357659,"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."}}