{"id":"W4322505084","doi":"10.2147/opth.s399989","title":"Delphi Panel Consensus Regarding Current Clinical Practice Management Options for Demodex blepharitis","year":2023,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Allergan; Kowa Company; Omeros Corporation; Valeant Pharmaceuticals International","keywords":"Demodex; Medicine; Delphi method; Delphi; Blepharitis; Likert scale; Family medicine; Dermatology; Medical physics; Psychology; Artificial intelligence; Computer science; Mite","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002417092,0.0002296528,0.000815902,0.0001180414,0.0002357041,0.00001918349,0.0001361865,0.000363524,0.00008724111],"category_scores_gemma":[0.003098537,0.0001826552,0.0006037235,0.0002684402,0.0002884121,0.00005171545,0.0001871815,0.0004909325,0.0005475484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004109821,"about_ca_system_score_gemma":0.0001020284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005954348,"about_ca_topic_score_gemma":3.283902e-7,"domain_scores_codex":[0.9969191,0.0003939299,0.001201002,0.0007261822,0.0001925538,0.0005672403],"domain_scores_gemma":[0.9940968,0.004554385,0.0002537246,0.0005052572,0.0002118375,0.0003780347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00751044,0.01002144,0.1980867,0.001264803,0.00521108,0.02902444,0.0001232957,0.00009770581,0.00002395615,0.01882976,0.3634456,0.3663608],"study_design_scores_gemma":[0.02396496,0.007881437,0.2997539,0.0004943021,0.004908652,0.009080924,0.0005898972,0.004928785,0.00000847601,0.005049141,0.642632,0.0007075384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368683,0.002514349,0.001378632,0.02194121,0.008982626,0.003480785,0.0001057945,0.0004386028,0.02428974],"genre_scores_gemma":[0.9591241,0.004861659,0.02169073,0.002002255,0.00207383,0.0004359292,0.0004083987,0.00008501561,0.009318054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3656532,"threshold_uncertainty_score":0.7448465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3226710200456196,"score_gpt":0.5358595321757829,"score_spread":0.2131885121301632,"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."}}