{"id":"W4387024088","doi":"10.1177/1753495x231200658","title":"Blinding lights: Acute persistent vision loss in pregnancy","year":2023,"lang":"en","type":"article","venue":"Obstetric Medicine","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University","funders":"","keywords":"Medicine; Pregnancy; HELLP syndrome; Preeclampsia; Amaurosis fugax; Etiology; Acute pancreatitis; Retinopathy; Blurred vision; Ophthalmology; Complication; Obstetrics; Pediatrics; Surgery; Internal medicine; Endocrinology; Diabetes mellitus","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":[0.0002217642,0.000168059,0.0004103599,0.001124863,0.0000865157,0.000007823503,0.0001131284,0.00009630971,0.0006413846],"category_scores_gemma":[0.0007769781,0.0001151133,0.000118317,0.003230782,0.0001208384,0.00007345789,0.00005859268,0.0002710106,0.0004901777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329302,"about_ca_system_score_gemma":0.00005757974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002615528,"about_ca_topic_score_gemma":0.000004170966,"domain_scores_codex":[0.9983068,0.00003057284,0.0004200708,0.0003332355,0.0005332194,0.0003761212],"domain_scores_gemma":[0.9988965,0.0003828645,0.00007815573,0.00032239,0.00008992867,0.0002301512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001075945,0.002322208,0.4459344,0.003543513,0.001765601,0.06081871,0.02622263,0.0001681834,0.02641914,0.01079487,0.1531112,0.2678235],"study_design_scores_gemma":[0.03289044,0.009366995,0.8182125,0.02836749,0.002336421,0.002171254,0.008562643,0.01042336,0.001136427,0.002042769,0.08320975,0.001279962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8977671,0.005967867,0.00005387675,0.03146055,0.001652821,0.0009689825,0.00001056121,0.0003200792,0.06179817],"genre_scores_gemma":[0.9740763,0.001997973,0.0001172372,0.0003020687,0.0002541369,0.00003928517,0.0001354693,0.00002295432,0.02305457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.372278,"threshold_uncertainty_score":0.7022712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325850870207435,"score_gpt":0.3217257140527176,"score_spread":0.2891406270319741,"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."}}