{"id":"W4317658705","doi":"","title":"Real-World Experience with Lifitegrast Ophthalmic Solution (Xiidra&reg;) in the US and Canada: Retrospective Study of Patient Characteristics, Treatment Patterns, and Clinical Effectiveness in 600 Patients with Dry Eye Disease","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease; Optometry; Retrospective cohort study; Ophthalmology; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007340309,0.0002369007,0.0003915639,0.0009013595,0.0008593067,0.000841387,0.0005840108,0.0004354338,0.0007541159],"category_scores_gemma":[0.003128804,0.0002537153,0.0003872728,0.002237095,0.0007238714,0.0004310358,0.0005417823,0.0003968151,0.0001705788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005837771,"about_ca_system_score_gemma":0.003438542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.490985,"about_ca_topic_score_gemma":0.5754358,"domain_scores_codex":[0.9987669,0.0001770156,0.0001470674,0.0001881703,0.0005257113,0.000195292],"domain_scores_gemma":[0.9971063,0.0005120005,0.001034749,0.0001110574,0.000682012,0.0005538781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003660121,0.0001031877,0.9941351,0.00002871835,0.00005744806,0.000160098,0.0004893568,0.0000611409,0.0002600051,0.00001360461,0.0001644299,0.004160921],"study_design_scores_gemma":[0.00003016022,0.0002908576,0.997777,0.00001126848,0.00003973817,0.0004108148,0.0006753646,0.0001574366,0.000114051,0.000005769116,0.0004752139,0.00001220782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982644,0.0004975208,0.00003703147,0.00004276138,0.000002320885,0.0000258579,0.0004642107,0.000003419575,0.000662445],"genre_scores_gemma":[0.9989238,0.0003091077,0.00007852434,0.00005850072,0.000003940761,0.000009526847,0.0004686031,0.000002920153,0.0001448767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.509015,"threshold_uncertainty_score":0.9762542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07172187114065569,"score_gpt":0.4652458414188734,"score_spread":0.3935239702782177,"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."}}