{"id":"W3198695771","doi":"10.1007/s40123-021-00389-4","title":"Clinical Performance of Samfilcon A Contact Lenses in Intensive Digital Device Users: A Multicenter, Prospective Clinical Study","year":2021,"lang":"en","type":"article","venue":"Ophthalmology and Therapy","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bausch Health (Canada)","funders":"Bausch Health; Bausch and Lomb","keywords":"Medicine; CLs upper limits; Contact lens; Patient satisfaction; Lens (geology); Prospective cohort study; Optometry; Ophthalmology; Slit lamp; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005856398,0.000211848,0.0009637035,0.00007687284,0.00007115491,0.000009489823,0.00006979599,0.0002337243,0.0001045818],"category_scores_gemma":[0.0006723835,0.0001675632,0.0001308427,0.000181243,0.0004573806,0.0001478675,0.0001046221,0.0005024382,0.000009788704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001564977,"about_ca_system_score_gemma":0.0001121965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001791389,"about_ca_topic_score_gemma":0.00000292103,"domain_scores_codex":[0.9979619,0.0003754407,0.0007816221,0.0005094791,0.0001068983,0.0002647071],"domain_scores_gemma":[0.9982368,0.0008237159,0.0001779009,0.0002495319,0.0004246456,0.00008739509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007915837,0.00727284,0.9772696,0.0000444347,0.0007101986,0.001851718,0.001036679,8.959135e-8,0.00009673273,0.00001690596,0.00001706212,0.003767905],"study_design_scores_gemma":[0.01144087,0.0299132,0.9517218,0.0001347525,0.00006220009,0.002099575,0.004160724,0.00001837924,0.0002270371,0.00004571016,0.00004094214,0.0001348058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965002,0.001492736,4.398487e-7,0.0001816095,0.0003467332,0.0007694233,0.000009316547,0.00001486909,0.0006846776],"genre_scores_gemma":[0.9979686,0.001201072,0.00005398627,0.0003604491,0.00007031632,0.00003656348,0.00001039136,0.00001522521,0.0002833899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02554779,"threshold_uncertainty_score":0.683303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150522783821042,"score_gpt":0.4535285650240417,"score_spread":0.3384762866419374,"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."}}