{"id":"W4412227058","doi":"","title":"A clinical study of atomic-force microscopy-based rapid atopic dermatitis severity assessment","year":2023,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Atopic dermatitis; Atomic force microscopy; Dermatology; Medicine; Materials science; Nanotechnology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001126947,0.0005211973,0.002087372,0.0007628233,0.0003745227,0.00001100801,0.001509531,0.001022202,0.001479589],"category_scores_gemma":[0.0003993636,0.0006299947,0.001026456,0.001843374,0.00223741,0.000281077,0.001161498,0.001233059,0.0001520047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217969,"about_ca_system_score_gemma":0.0009247744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003421992,"about_ca_topic_score_gemma":0.0004130866,"domain_scores_codex":[0.99533,0.0007302718,0.001107784,0.001048085,0.001059611,0.0007242874],"domain_scores_gemma":[0.9950276,0.001292726,0.0008968834,0.001551188,0.0006099335,0.0006216767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004340506,0.01021281,0.8825097,0.001609104,0.001412514,0.004874028,0.0003841593,0.00005571334,0.008313219,0.0008204486,0.07996936,0.005498449],"study_design_scores_gemma":[0.01146229,0.001733166,0.9742775,0.0006130187,0.001467009,0.000118074,0.002103313,0.0008336671,0.0007763462,0.000267625,0.005710255,0.0006377214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866416,0.0001580255,0.002740355,0.001083984,0.0001471719,0.001561066,0.0001907204,0.0003847775,0.007092249],"genre_scores_gemma":[0.9910667,0.0005123859,0.006795926,0.0001720562,0.00002492119,9.04517e-7,0.00008257376,0.00003892504,0.001305625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09176783,"threshold_uncertainty_score":0.9996151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237839694804738,"score_gpt":0.2994588197917966,"score_spread":0.2770804228437492,"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."}}