{"id":"W4388895980","doi":"10.1001/jamadermatol.2023.4481","title":"Evaluation of DermSat-7 for Assessing Treatment Satisfaction in Patients with Acne","year":2023,"lang":"en","type":"article","venue":"JAMA Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Windsor Clinical Research; Western University","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Canadian Institutes of Health Research","keywords":"Medicine; Acne; Cronbach's alpha; Construct validity; Exploratory factor analysis; Confirmatory factor analysis; Patient satisfaction; Patient-reported outcome; Physical therapy; Outpatient clinic; Clinical psychology; Quality of life (healthcare); Psychometrics; Dermatology; Internal medicine; Surgery; Structural equation modeling; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.005435859,0.0003248246,0.000532089,0.0008849355,0.000277842,0.0005973761,0.0003189751,0.0004946956,0.002244809],"category_scores_gemma":[0.009920856,0.00012728,0.001104802,0.0008786015,0.0002744413,0.0005045802,0.0005524465,0.0006077042,0.0003041725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003848923,"about_ca_system_score_gemma":0.0003741541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003432403,"about_ca_topic_score_gemma":0.001012398,"domain_scores_codex":[0.996519,0.001935042,0.0004927161,0.0001291289,0.0007891827,0.0001349043],"domain_scores_gemma":[0.9912976,0.003187147,0.003178515,0.000240542,0.001697743,0.0003984534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007172262,0.0002639799,0.9694309,0.0001704771,0.0002365441,0.00003804003,0.0002072251,0.0004048611,0.0009521578,0.00006051842,0.000519207,0.02699888],"study_design_scores_gemma":[0.000115852,0.002128074,0.9919443,0.00005280574,0.000125202,0.000340756,0.0003620503,0.002983771,0.0008650162,0.00006252438,0.001000988,0.00001859665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949182,0.000459547,0.001318558,0.0001444664,0.00002504098,0.0002987632,0.0007710345,0.00002513302,0.002039226],"genre_scores_gemma":[0.9956424,0.0001167688,0.003048782,0.00007309507,0.0000219694,0.000281126,0.0005178806,0.000004341041,0.0002936921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005435859,"threshold_uncertainty_score":0.02874792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03499858387036655,"score_gpt":0.3415231354813969,"score_spread":0.3065245516110304,"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."}}