{"id":"W3212305861","doi":"10.1016/j.jtos.2021.10.009","title":"Human meibum and tear film derived cholesteryl and wax esters in meibomian gland dysfunction and tear film structure","year":2021,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Center for Research Resources; National Center for Advancing Translational Sciences; National Eye Institute","keywords":"Tears; Meibomian gland; Wax; Ophthalmology; Chemistry; Chromatography; Medicine; Biochemistry; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002700601,0.00026067,0.0004040863,0.000049526,0.0002025599,0.0001229647,0.00006922889,0.0001775018,0.00006999764],"category_scores_gemma":[0.00005289906,0.0001964469,0.00005147405,0.0001626445,0.0001445741,0.0001534449,0.0001307636,0.0004060131,0.000005361956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003871129,"about_ca_system_score_gemma":0.00005244021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002666428,"about_ca_topic_score_gemma":0.0006657099,"domain_scores_codex":[0.9985854,0.0001761966,0.0002325149,0.0004509248,0.0002394055,0.0003155615],"domain_scores_gemma":[0.99922,0.00005008826,0.00006855021,0.00044624,0.00005673071,0.0001584642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002200003,0.00008669063,0.4306701,0.0003363268,0.0003058754,0.0004801042,0.004253289,0.0002583501,0.5605536,0.0001306898,0.0002054523,0.002499593],"study_design_scores_gemma":[0.006331221,0.000303318,0.9420492,0.0004190874,0.0004037869,0.0003275087,0.004455967,0.001466101,0.03562152,0.0002864398,0.00779468,0.0005411821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929674,0.003817964,0.00002656419,0.002443309,0.00009026576,0.0003582031,0.00001843529,0.00003619619,0.000241614],"genre_scores_gemma":[0.9975367,0.0003501677,0.0003040135,0.0006663009,0.0000491919,0.00000288677,0.00003813353,0.00003771904,0.001014951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.524932,"threshold_uncertainty_score":0.8010873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007823849068531901,"score_gpt":0.2305062672382395,"score_spread":0.2226824181697076,"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."}}