{"id":"W4393425874","doi":"10.2196/52650","title":"The Utility of a Smartphone-Based Retinal Imaging Device as a Screening Tool in an Outpatient Clinic Setting: Protocol for an Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Observational study; Protocol (science); Medicine; Smartphone application; Optometry; Medical physics; Computer science; Multimedia; Alternative medicine; World Wide Web; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.02637625,0.002329554,0.003761715,0.001908495,0.003852449,0.002080741,0.001785369,0.003413716,0.01445133],"category_scores_gemma":[0.02537862,0.001929374,0.003372627,0.00214433,0.001953558,0.00222018,0.00150249,0.003387556,0.003831053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004756243,"about_ca_system_score_gemma":0.01610582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581845,"about_ca_topic_score_gemma":0.007031591,"domain_scores_codex":[0.9850615,0.007764662,0.003380734,0.001260007,0.001427463,0.001105655],"domain_scores_gemma":[0.981788,0.003581464,0.003761751,0.002064288,0.006900209,0.001904259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3904287,0.2098812,0.1142303,0.04208414,0.002853905,0.004164684,0.01269062,0.006427958,0.0104471,0.007306247,0.04579707,0.153688],"study_design_scores_gemma":[0.2909103,0.2884266,0.2558103,0.01374346,0.001661699,0.0009324255,0.01080619,0.006914492,0.004611868,0.004380069,0.1208363,0.0009662867],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01241457,0.0001276353,0.001564901,0.0001158467,0.00009893783,0.9836527,0.001413992,0.00002350804,0.0005879576],"genre_scores_gemma":[0.007813832,0.00008193762,0.002388425,0.000141468,0.00002345471,0.9891346,0.0002987822,0.000003002818,0.0001145704],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02637625,"threshold_uncertainty_score":0.1394926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8413466860617387,"score_gpt":0.74416461959483,"score_spread":0.09718206646690863,"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."}}