{"id":"W2063751788","doi":"10.1016/j.ophtha.2008.05.022","title":"Contribution of Vitreous Cytology to Final Clinical Diagnosis","year":2008,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Ocular Diseases and Behçet’s Syndrome","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cytology; Optometry; Ophthalmology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000157432,0.0001125131,0.0005685968,0.00009267397,0.00004715578,0.00000108877,0.00008727885,0.0002059773,0.00136313],"category_scores_gemma":[0.00061182,0.0000994407,0.0002216082,0.0001493261,0.0002174382,0.00001859473,0.00006176054,0.0001422471,0.0002190168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002782079,"about_ca_system_score_gemma":0.0001112849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005737853,"about_ca_topic_score_gemma":9.463025e-7,"domain_scores_codex":[0.998776,0.0001157583,0.0004200705,0.0002842178,0.0001280288,0.0002759251],"domain_scores_gemma":[0.9990198,0.0001931353,0.00009206199,0.0002945965,0.0001658468,0.0002345339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005451338,0.000846305,0.9870633,0.00001642645,0.0000805931,0.008161908,0.00001791658,0.000002186109,0.0006521754,0.0001633086,0.001618753,0.0008320329],"study_design_scores_gemma":[0.001588748,0.003210902,0.9548041,0.00002294551,0.0001164447,0.03623227,0.000006901909,0.0000107618,0.0009364692,0.000139125,0.002834792,0.00009659685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963767,0.000347687,0.00005355227,0.001519991,0.0003305365,0.0002839665,0.00002282071,0.00002023795,0.001044539],"genre_scores_gemma":[0.9983482,0.00007305615,0.0004851863,0.0003473374,0.0001378255,0.00004037774,0.0000417019,0.00001181753,0.0005144549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03225921,"threshold_uncertainty_score":0.9995497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08695879328067983,"score_gpt":0.3850029748520345,"score_spread":0.2980441815713546,"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."}}