{"id":"W4402031463","doi":"10.58931/cect.2024.3349","title":"Ocular Fundus Tumours: A Simplified Clinical Classification","year":2024,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Fundus (uterus); Ophthalmology; Medicine; Computer science; Optometry; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001554174,0.0001386735,0.00023921,0.0001781938,0.00009288314,0.00003191685,0.00007457814,0.0002937891,0.0003716125],"category_scores_gemma":[0.0001205005,0.0001235909,0.000176497,0.0002085869,0.00009525906,0.00005275982,0.000009293015,0.0003225677,0.001153645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000666701,"about_ca_system_score_gemma":0.001618682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003398927,"about_ca_topic_score_gemma":0.0204163,"domain_scores_codex":[0.9988881,0.00007159016,0.0002320018,0.0003717295,0.0001140303,0.0003225739],"domain_scores_gemma":[0.9987795,0.00005949245,0.00002246177,0.0003529539,0.0001010295,0.0006845696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008322077,0.000114872,0.716616,0.0002684594,0.0007378691,0.01107554,0.001266149,0.00000192025,0.0002005576,0.005532035,0.06018224,0.2039212],"study_design_scores_gemma":[0.0008762837,0.00031838,0.4523188,0.000163272,0.0004638548,0.00007276475,0.0007450004,0.0001366888,0.000101784,0.000134185,0.5444901,0.0001789248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141504,0.01155897,0.00006331916,0.01296124,0.002374353,0.0008429698,0.0001405813,0.0002640232,0.05764419],"genre_scores_gemma":[0.9942246,0.00005200567,0.0001175065,0.001759831,0.0004045891,0.0000348613,0.0003499789,0.00003105425,0.003025535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4843078,"threshold_uncertainty_score":0.9996241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0488502865201713,"score_gpt":0.3722615078155075,"score_spread":0.3234112212953362,"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."}}