{"id":"W4200186797","doi":"10.1177/24755303211062887","title":"Healthcare Providers Face Numerous Challenges in Treating Patients with Psoriasis: Results from a Mixed-Methods Study","year":2021,"lang":"en","type":"article","venue":"Journal of Psoriasis and Psoriatic Arthritis","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University; Axdev Group (Canada)","funders":"Bristol-Myers Squibb","keywords":"Health care; Psoriasis; Face (sociological concept); Medicine; Dermatology; Nursing; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04729264,0.0004890822,0.001006805,0.00213215,0.005939442,0.005736762,0.001624313,0.001548985,0.002142884],"category_scores_gemma":[0.07421923,0.0009133967,0.0008945134,0.00347808,0.00271863,0.004181301,0.0047882,0.001899657,0.0003175345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007595249,"about_ca_system_score_gemma":0.01459399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03649456,"about_ca_topic_score_gemma":0.08027438,"domain_scores_codex":[0.9612334,0.02836644,0.002956299,0.001291079,0.003472115,0.002680731],"domain_scores_gemma":[0.9175407,0.06180229,0.006091654,0.002022485,0.01057006,0.001972802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001717143,0.0005649255,0.08195142,0.00102736,0.00008539148,0.0005491609,0.8938853,0.0000317013,0.0002366312,0.0003749966,0.0009683216,0.02015301],"study_design_scores_gemma":[0.00003309304,0.0002039066,0.02448021,0.0008337095,0.00005884817,0.0002837748,0.9714239,0.00009976092,0.0001036757,0.0001309703,0.002321082,0.00002708404],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922945,0.001606448,0.001166618,0.001548809,0.00004281919,0.001099497,0.0003120474,0.000006944207,0.001922401],"genre_scores_gemma":[0.9894384,0.00232943,0.002736495,0.002607716,0.00004253573,0.001939988,0.0002288469,0.00002202444,0.0006544887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04729264,"threshold_uncertainty_score":0.2501103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394947930977523,"score_gpt":0.2807003387961327,"score_spread":0.2567508594863575,"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."}}