{"id":"W3159446258","doi":"10.1016/j.jtos.2021.04.011","title":"Clinical practice patterns in the management of dry eye disease: A TFOS international survey","year":2021,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Tear Film and Ocular Surface Society","keywords":"Clinical Practice; Disease; Medicine; Ophthalmology; Optometry; Family medicine; Pathology","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":[0.002658399,0.0001240211,0.0002333423,0.00001745337,0.00004136523,0.00002963545,0.000330408,0.00005041038,0.000135194],"category_scores_gemma":[0.0003193932,0.00007687604,0.000179304,0.000236618,0.00005377196,0.0000852762,0.0001604026,0.0003129322,0.00005948687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000297621,"about_ca_system_score_gemma":0.00009557934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001567869,"about_ca_topic_score_gemma":0.00009982074,"domain_scores_codex":[0.9976327,0.0008861772,0.0004030708,0.0002595997,0.0006331907,0.000185191],"domain_scores_gemma":[0.9983191,0.0004459296,0.0001249285,0.0008409792,0.0002039176,0.00006517582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002775365,0.0005679703,0.9944875,0.00007380427,0.0005049139,0.001100061,0.0002423124,0.00009333697,0.00005998429,0.0004978176,0.00006871245,0.002026053],"study_design_scores_gemma":[0.0009520979,0.00003448848,0.969344,0.0001755535,0.0002632997,0.000001691806,0.001583607,0.0002933853,0.0001077647,0.00003720479,0.02712126,0.00008566625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827816,0.001816291,0.000619253,0.01130494,0.0003040723,0.0003635024,0.00003252318,0.00001366248,0.002764179],"genre_scores_gemma":[0.9935953,0.001604836,0.0009182969,0.00238948,0.00005267152,0.000007119512,0.00008413513,0.00001717031,0.001330988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02705255,"threshold_uncertainty_score":0.3134914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409410806141192,"score_gpt":0.365213060810038,"score_spread":0.331118952748626,"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."}}