{"id":"W4220977875","doi":"10.1101/2022.03.07.22272050","title":"Virtual Assessment of Patients with Dry Eye Disease During the COVID-19 Pandemic: One clinician’s experience","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Feeling; Pandemic; Depression (economics); Telemedicine; Mental health; Referral; Disease; Coronavirus disease 2019 (COVID-19); Health care; Psychiatry; Family medicine; Psychology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001835919,0.0002949279,0.0002946541,0.0005481795,0.002199444,0.001528902,0.0006001336,0.001201929,0.002696933],"category_scores_gemma":[0.008721887,0.0003654593,0.000379024,0.0004968643,0.0008326854,0.001223965,0.002214127,0.001265601,0.0003744983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416549,"about_ca_system_score_gemma":0.001358926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005327483,"about_ca_topic_score_gemma":0.01548152,"domain_scores_codex":[0.9977791,0.001331562,0.000152817,0.0001786673,0.0002367187,0.0003211818],"domain_scores_gemma":[0.9935555,0.002468931,0.000933971,0.000215097,0.0009158164,0.001910654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0006716196,0.002064973,0.4701492,0.001382749,0.0001055647,0.09685826,0.2563026,0.0007782136,0.005007354,0.0006911377,0.02293569,0.1430526],"study_design_scores_gemma":[0.0001939063,0.004833837,0.2702694,0.001515921,0.00009149495,0.142032,0.4993774,0.002226621,0.001806732,0.0005063431,0.07687037,0.0002758547],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871349,0.002249236,0.0008868737,0.003122777,0.0001708747,0.0001565116,0.000157269,0.00003537927,0.006086202],"genre_scores_gemma":[0.994611,0.001410428,0.001412235,0.001421618,0.00009385908,0.00005216407,0.00006372519,0.00001440441,0.0009205839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005327483,"threshold_uncertainty_score":0.01059294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119740140873225,"score_gpt":0.3491333275074247,"score_spread":0.3079359260986924,"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."}}