{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009203618,0.0003652112,0.0004483981,0.0007258322,0.00017754,0.0006377925,0.0004571658,0.0005474667,0.007037932],"category_scores_gemma":[0.0006952318,0.00009721964,0.0005336936,0.0002008632,0.0004180623,0.0006068092,0.0004258773,0.0008191121,0.0007586921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990155,"about_ca_system_score_gemma":0.0002933759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001664635,"about_ca_topic_score_gemma":0.000319857,"domain_scores_codex":[0.9997745,0.00008584223,0.00002055703,0.00003735385,0.00005434134,0.00002740714],"domain_scores_gemma":[0.9996932,0.0001551204,0.00003922089,0.00002780403,0.00003345226,0.00005122368],"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":[0.003344688,0.001341606,0.01189124,0.002273943,0.0002108161,0.003243819,0.0002026693,0.0007089031,0.01961344,0.006326371,0.004235954,0.9466066],"study_design_scores_gemma":[0.007426924,0.04133182,0.1186169,0.004295126,0.002010089,0.06504481,0.001480228,0.007310779,0.02455071,0.0330285,0.6946632,0.0002408414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.2635836,0.6793615,0.01559734,0.01096869,0.001636104,0.000302002,0.0002791641,0.0002608913,0.02801074],"genre_scores_gemma":[0.7530234,0.1983111,0.02421689,0.005351358,0.005991059,0.0006219241,0.0006848679,0.00004937119,0.01175008],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007037932,"threshold_uncertainty_score":0.02354425,"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."}}