{"id":"W3136706431","doi":"10.1016/j.jtos.2021.03.006","title":"Human precorneal tear film and lipid layer dynamics in meibomian gland dysfunction","year":2021,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Center for Advancing Translational Sciences; National Eye Institute; Allergan; Alcon; National Institutes of Health","keywords":"Meibomian gland; Dynamics (music); Ophthalmology; Layer (electronics); Materials science; Medicine; Nanotechnology; Physics; Eyelid","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003168085,0.0004341468,0.0004032647,0.001026078,0.0004597214,0.0005731174,0.0002307286,0.0005159731,0.002350879],"category_scores_gemma":[0.001490427,0.0001956044,0.0002253577,0.0005984674,0.000452894,0.0004895703,0.0003790566,0.000415166,0.0002495335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004698271,"about_ca_system_score_gemma":0.0003583329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005061019,"about_ca_topic_score_gemma":0.002770079,"domain_scores_codex":[0.9998579,0.00003683558,0.00001573344,0.00002898679,0.00002838476,0.00003216878],"domain_scores_gemma":[0.99959,0.0001316763,0.0001038533,0.00003969115,0.00004798015,0.00008670833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01372933,0.0004565504,0.8538899,0.0002151704,0.0001746403,0.02701905,0.002012211,0.0003559057,0.07257503,0.0004342419,0.0006756367,0.02846238],"study_design_scores_gemma":[0.0000461644,0.0008960817,0.9713973,0.00002494235,0.0001117699,0.01636507,0.0009405528,0.0007398677,0.008469292,0.0002115326,0.0007825814,0.00001490702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984217,0.0006257249,0.00009532292,0.00002805313,0.000008347547,0.000007832184,0.0001213634,0.000008822166,0.0006828362],"genre_scores_gemma":[0.99941,0.0001510692,0.00005035682,0.00001828411,0.000005928265,0.000004244606,0.00008769865,0.000003397622,0.0002688417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005061019,"threshold_uncertainty_score":0.01006317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226026629954286,"score_gpt":0.2462489571678547,"score_spread":0.2339886908683118,"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."}}