{"id":"W4387967256","doi":"10.1016/j.jdin.2023.10.003","title":"Prescribing patterns and preferences for moderate-to-severe pediatric (<12 years of age) atopic dermatitis: A survey of Canadian practitioners","year":2023,"lang":"en","type":"article","venue":"JAAD International","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Université de Montréal; Hospital for Sick Children; University of British Columbia; McMaster University; Alberta Children's Hospital; Probity Medical Research; Research Canada; University of Calgary","funders":"Hospital for Sick Children; Sanofi","keywords":"Atopic dermatitis; Medicine; Dermatology; Family medicine; Pediatrics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001101282,0.00005311527,0.0001352002,0.0004507027,0.00002271179,0.00001019205,0.00006900266,0.00004747528,0.0000756478],"category_scores_gemma":[0.0004250232,0.00005549399,0.00002896595,0.000151033,0.00002260107,0.00008446122,0.00002232706,0.00004317843,0.000006317655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001850314,"about_ca_system_score_gemma":0.0001673661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01375614,"about_ca_topic_score_gemma":0.03544275,"domain_scores_codex":[0.999427,0.00003082433,0.0001860004,0.0001130708,0.0001384806,0.000104672],"domain_scores_gemma":[0.9994293,0.0001830296,0.00006952846,0.00006853765,0.0001522616,0.00009734189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005157849,0.00002830402,0.9793376,0.0001246046,0.0000777861,0.00002250594,0.0003452567,0.00005054289,0.00001395618,0.0001794179,0.01914647,0.000621971],"study_design_scores_gemma":[0.0005158641,0.00002690367,0.9977372,0.00005680676,0.00003045563,0.00001539625,0.00006824231,0.0005516672,0.00009222917,0.0002622494,0.0005930442,0.00004988558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971521,0.00004616754,0.000083231,0.0005485095,0.0001824535,0.0002194102,0.0006651265,0.00001380408,0.00108912],"genre_scores_gemma":[0.9985658,0.0001133614,0.0001794475,0.0002076008,0.00004053881,0.00003437898,0.0004740277,0.000006383646,0.0003784393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02168662,"threshold_uncertainty_score":0.9928113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0483961486694405,"score_gpt":0.2956646187651392,"score_spread":0.2472684700956987,"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."}}