{"id":"W3083570764","doi":"10.1177/1203475420952424","title":"Estimated Frequency of Psychodermatologic Conditions in Alberta, Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Faculty of Graduate Studies and Research, University of Alberta","keywords":"Medicine; Medical prescription; Atopic dermatitis; Hyperhidrosis; Psoriasis; Pharmacy; Dermatology; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008272664,0.000410388,0.0003553165,0.004700118,0.001941401,0.001485875,0.00131543,0.0003087911,0.002954687],"category_scores_gemma":[0.003242732,0.0003272147,0.0006477377,0.007525322,0.0004786852,0.0002614101,0.0007294338,0.0005028018,0.0003724521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03810021,"about_ca_system_score_gemma":0.04367662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970394,"about_ca_topic_score_gemma":0.9975388,"domain_scores_codex":[0.9985488,0.00008265652,0.00009784312,0.0001620154,0.0007917447,0.0003168844],"domain_scores_gemma":[0.9959435,0.0002875543,0.0006689104,0.0000788234,0.002428169,0.0005931017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004785113,0.00001831899,0.9832454,0.0001499228,0.00007398801,0.0001300505,0.0003580125,0.0006026531,0.0001752293,0.0002572107,0.006591153,0.008350286],"study_design_scores_gemma":[0.0000115094,0.00001532424,0.9923072,0.0001559135,0.00005544335,0.0001978483,0.0009118866,0.001111506,0.0001176874,0.00006747452,0.005033244,0.00001494874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8488424,0.008342712,0.001336786,0.001942198,0.00009458887,0.000334716,0.1204832,0.0001891688,0.01843421],"genre_scores_gemma":[0.9695422,0.003627158,0.002437726,0.0004421469,0.00002849924,0.00007924031,0.02008835,0.00002342232,0.003731163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03810021,"threshold_uncertainty_score":0.2764376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165719008305963,"score_gpt":0.2580632081100647,"score_spread":0.2264060180270051,"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."}}