{"id":"W2612368372","doi":"10.1093/pch/pxx053","title":"Assessment of WINROP algorithm as screening tool for preterm infants in Manitoba to detect retinopathy of prematurity","year":2017,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Winnipeg Regional Health Authority","funders":"","keywords":"Retinopathy of prematurity; Medicine; Pediatrics; Algorithm; Gestational age; Computer science; Pregnancy; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00478171,0.0004435976,0.0004373492,0.002855679,0.0007788645,0.000979942,0.0009341807,0.0002227239,0.0008749227],"category_scores_gemma":[0.0169386,0.0004171909,0.0004136101,0.0021397,0.0003281432,0.0004041762,0.0008286494,0.0004310261,0.0002358545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004153113,"about_ca_system_score_gemma":0.007129154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3078146,"about_ca_topic_score_gemma":0.4079199,"domain_scores_codex":[0.9972805,0.0008844919,0.0003817536,0.0002453919,0.0009576369,0.0002502227],"domain_scores_gemma":[0.9900462,0.001520906,0.002377863,0.0003145568,0.005243138,0.0004973073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007690654,0.00002449563,0.9922217,0.00005643456,0.00003839565,0.0001034666,0.0002483016,0.0001018052,0.000246758,0.00003125711,0.0005175172,0.006333054],"study_design_scores_gemma":[0.00001324241,0.0001161901,0.995378,0.0001090912,0.00006850311,0.0004088908,0.0005807707,0.001768809,0.0003947113,0.00002301437,0.001126353,0.00001254922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924866,0.001003065,0.00107975,0.000395676,0.00002958709,0.0005323765,0.001632252,0.00008253543,0.002758153],"genre_scores_gemma":[0.9904248,0.0006977142,0.006887713,0.0001472614,0.00001251371,0.0002636245,0.001003558,0.0000204534,0.0005422483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6921854,"threshold_uncertainty_score":0.6120459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673597623421245,"score_gpt":0.3394043786718581,"score_spread":0.3126684024376456,"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."}}