{"id":"W4387364607","doi":"10.18008/1816-5095-2023-3-542-548","title":"New Possibilities for Hyposecretory Dry Eye Treatment","year":2023,"lang":"en","type":"article","venue":"Ophthalmology in Russia","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bausch Health","keywords":"Sodium hyaluronate; Hyaluronic acid; Meibomian gland; Ophthalmology; Medicine; Wilcoxon signed-rank test; Eyelid; Surgery; Internal medicine","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":[0.0001298988,0.0001616769,0.0003532337,0.0001659117,0.0000466957,0.000007667761,0.0000703531,0.0001810605,0.0004141052],"category_scores_gemma":[0.00005111255,0.0001329427,0.0001492384,0.0001858712,0.00004371261,0.00004235319,0.00002370313,0.00009496682,0.0002996612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400235,"about_ca_system_score_gemma":0.0002685433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003711536,"about_ca_topic_score_gemma":0.00001742928,"domain_scores_codex":[0.9989712,0.00003892752,0.0002173822,0.0003012466,0.00008837748,0.0003828394],"domain_scores_gemma":[0.9993572,0.0001294888,0.00003696706,0.0003381059,0.00001875876,0.0001195234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000423567,0.0001319549,0.9874355,0.00006336605,0.0001202353,0.001775851,0.0008476631,0.00001077899,0.002583575,0.001316965,0.0003120652,0.004978495],"study_design_scores_gemma":[0.003394779,0.001900313,0.9809969,0.00006232168,0.0000850249,0.00007240817,0.0006304499,0.0001480961,0.001951085,0.003985635,0.006575693,0.0001972702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876429,0.000572175,0.00001755281,0.001426612,0.0003516373,0.000544022,0.00001436919,0.00008921837,0.009341532],"genre_scores_gemma":[0.9262471,0.00004799664,0.001458803,0.000100299,0.000168406,0.0001017555,0.00008513129,0.00003006672,0.07176045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06241892,"threshold_uncertainty_score":0.5421247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942738533658788,"score_gpt":0.3390775620739541,"score_spread":0.2996501767373663,"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."}}