{"id":"W4210315188","doi":"10.1136/bmjopen-2021-055845","title":"Teleophthalmology-enabled and artificial intelligence-ready referral pathway for community optometry referrals of retinal disease (HERMES): a Cluster Randomised Superiority Trial with a linked Diagnostic Accuracy Study—HERMES study report 1—study protocol","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Southampton; National Institute for Health and Care Research; Health Technology Assessment Programme; York University; Macular Society","keywords":"Medicine; Referral; Optometry; Cluster (spacecraft); Family medicine; Retinal; Ophthalmology; Pediatrics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02104826,0.005116736,0.006303907,0.001417282,0.001651166,0.003838097,0.003436856,0.005920253,0.05665166],"category_scores_gemma":[0.02526833,0.002576526,0.003971659,0.001634515,0.003617821,0.003335554,0.001816742,0.004479704,0.008242613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003440861,"about_ca_system_score_gemma":0.01026613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002707147,"about_ca_topic_score_gemma":0.004192908,"domain_scores_codex":[0.9851188,0.009426259,0.001134556,0.001475586,0.001277747,0.001567064],"domain_scores_gemma":[0.9879428,0.004209649,0.003010642,0.00117787,0.001597215,0.002061897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9588552,0.01001246,0.000764069,0.00829297,0.001524046,0.0001413445,0.0002664975,0.001320539,0.0007703066,0.001838456,0.00764994,0.008564251],"study_design_scores_gemma":[0.9545723,0.03203255,0.001359174,0.0007148733,0.0006538171,0.00003688914,0.00006840312,0.001280065,0.0003206377,0.001390382,0.007513695,0.00005718124],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01388015,0.0005073705,0.001190173,0.0004989312,0.0004800444,0.9793697,0.002433178,0.00009137995,0.00154913],"genre_scores_gemma":[0.01395776,0.0002738433,0.002574136,0.0003882872,0.0001252972,0.9809715,0.0004606267,0.00001171047,0.001236741],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05665166,"threshold_uncertainty_score":0.1895186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1969357591162504,"score_gpt":0.4954399603584961,"score_spread":0.2985042012422456,"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."}}